{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "9642800d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import scipy.stats as st\n",
    "import seaborn as sns\n",
    "sns.set_style('whitegrid')\n",
    "import matplotlib.pyplot as plt "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "d0e984d7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 200000 entries, 0 to 199999\n",
      "Data columns (total 5 columns):\n",
      " #   Column     Non-Null Count   Dtype  \n",
      "---  ------     --------------   -----  \n",
      " 0   user_id    200000 non-null  int64  \n",
      " 1   game_id    200000 non-null  int64  \n",
      " 2   game_name  200000 non-null  object \n",
      " 3   is_played  200000 non-null  object \n",
      " 4   hours      200000 non-null  float64\n",
      "dtypes: float64(1), int64(2), object(2)\n",
      "memory usage: 7.6+ MB\n"
     ]
    }
   ],
   "source": [
    "data =pd.read_csv(r\"D:\\dasanxia\\steam.csv\")\n",
    "userids=data.user_id.unique()\n",
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "3fdf732d",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_new = data[(data['is_played'] !='purchase')]#删除购买的那一行数据，并且买了不玩全当跟风"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "926ce786",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>game_id</th>\n",
       "      <th>game_name</th>\n",
       "      <th>is_played</th>\n",
       "      <th>hours</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>The Elder Scrolls V Skyrim</td>\n",
       "      <td>play</td>\n",
       "      <td>273.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Fallout 4</td>\n",
       "      <td>play</td>\n",
       "      <td>87.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Spore</td>\n",
       "      <td>play</td>\n",
       "      <td>14.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Fallout New Vegas</td>\n",
       "      <td>play</td>\n",
       "      <td>12.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>Left 4 Dead 2</td>\n",
       "      <td>play</td>\n",
       "      <td>8.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>HuniePop</td>\n",
       "      <td>play</td>\n",
       "      <td>8.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>Path of Exile</td>\n",
       "      <td>play</td>\n",
       "      <td>8.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>Poly Bridge</td>\n",
       "      <td>play</td>\n",
       "      <td>7.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>Left 4 Dead</td>\n",
       "      <td>play</td>\n",
       "      <td>3.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>Team Fortress 2</td>\n",
       "      <td>play</td>\n",
       "      <td>2.8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    user_id  game_id                   game_name is_played  hours\n",
       "1         0        0  The Elder Scrolls V Skyrim      play  273.0\n",
       "3         0        1                   Fallout 4      play   87.0\n",
       "5         0        2                       Spore      play   14.9\n",
       "7         0        3           Fallout New Vegas      play   12.1\n",
       "9         0        4               Left 4 Dead 2      play    8.9\n",
       "11        0        5                    HuniePop      play    8.5\n",
       "13        0        6               Path of Exile      play    8.1\n",
       "15        0        7                 Poly Bridge      play    7.5\n",
       "17        0        8                 Left 4 Dead      play    3.3\n",
       "19        0        9             Team Fortress 2      play    2.8"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_new.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "cda745a2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>hours</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>273.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>87.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>14.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>12.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>8.9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   user_id  hours\n",
       "1        0  273.0\n",
       "3        0   87.0\n",
       "5        0   14.9\n",
       "7        0   12.1\n",
       "9        0    8.9"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alaytime1=data_new.iloc[:,[0,4]]#获取0、4列的数据\n",
    "\n",
    "alaytime1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "9c81a582",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>game_id</th>\n",
       "      <th>hours</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>273.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>87.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>14.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>12.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>8.9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   user_id  game_id  hours\n",
       "1        0        0  273.0\n",
       "3        0        1   87.0\n",
       "5        0        2   14.9\n",
       "7        0        3   12.1\n",
       "9        0        4    8.9"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alaytime3=data_new.iloc[:,[0,1,4]]#获取0、4列的数据\n",
    "alaytime3.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "071f9e77",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>allhours</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>user_id</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>439.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>467.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1346.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12388</th>\n",
       "      <td>287.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12389</th>\n",
       "      <td>2447.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12390</th>\n",
       "      <td>2016.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12391</th>\n",
       "      <td>19.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12392</th>\n",
       "      <td>426.9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11350 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         allhours\n",
       "user_id          \n",
       "0           439.9\n",
       "1             2.3\n",
       "2           467.8\n",
       "3          1346.4\n",
       "5            13.0\n",
       "...           ...\n",
       "12388       287.4\n",
       "12389      2447.8\n",
       "12390      2016.7\n",
       "12391        19.0\n",
       "12392       426.9\n",
       "\n",
       "[11350 rows x 1 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alaytime2=alaytime1.groupby(['user_id']).sum()#求相同userid的所有\n",
    "alaytime2.rename(columns={'hours':'allhours'},inplace=True)\n",
    "alaytime2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ae821fe5",
   "metadata": {},
   "outputs": [],
   "source": [
    "#new=alaytime1.groupby(['user_id']).agg({\"hours\":\"sum\"})\n",
    "#new"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "58c57750",
   "metadata": {},
   "outputs": [],
   "source": [
    "user_ids =alaytime1.user_id.unique()#获取唯一的用户id集合\n",
    "onlytend =[]\n",
    "#hoursall =np.array(alaytime2['hours'])\n",
    "#for id in user_ids:\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2d0c3d5c",
   "metadata": {},
   "outputs": [],
   "source": [
    "#pd.concat([alaytime3,alaytime2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "bba473d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>game_id</th>\n",
       "      <th>hours</th>\n",
       "      <th>allhours</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>273.0</td>\n",
       "      <td>439.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>87.0</td>\n",
       "      <td>439.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>14.9</td>\n",
       "      <td>439.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>12.1</td>\n",
       "      <td>439.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>8.9</td>\n",
       "      <td>439.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>8.5</td>\n",
       "      <td>439.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>8.1</td>\n",
       "      <td>439.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>7.5</td>\n",
       "      <td>439.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>3.3</td>\n",
       "      <td>439.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2.8</td>\n",
       "      <td>439.9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   user_id  game_id  hours  allhours\n",
       "0        0        0  273.0     439.9\n",
       "1        0        1   87.0     439.9\n",
       "2        0        2   14.9     439.9\n",
       "3        0        3   12.1     439.9\n",
       "4        0        4    8.9     439.9\n",
       "5        0        5    8.5     439.9\n",
       "6        0        6    8.1     439.9\n",
       "7        0        7    7.5     439.9\n",
       "8        0        8    3.3     439.9\n",
       "9        0        9    2.8     439.9"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "neww=pd.merge(alaytime3,alaytime2,left_on='user_id',right_on='user_id')#新表数据有时间和所有时间\n",
    "neww.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "5fda1f0b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>game_id</th>\n",
       "      <th>hours</th>\n",
       "      <th>allhours</th>\n",
       "      <th>new_value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>273.0</td>\n",
       "      <td>439.9</td>\n",
       "      <td>6.205956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>87.0</td>\n",
       "      <td>439.9</td>\n",
       "      <td>1.977722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>14.9</td>\n",
       "      <td>439.9</td>\n",
       "      <td>0.338713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>12.1</td>\n",
       "      <td>439.9</td>\n",
       "      <td>0.275063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>8.9</td>\n",
       "      <td>439.9</td>\n",
       "      <td>0.202319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>8.5</td>\n",
       "      <td>439.9</td>\n",
       "      <td>0.193226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>8.1</td>\n",
       "      <td>439.9</td>\n",
       "      <td>0.184133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>7.5</td>\n",
       "      <td>439.9</td>\n",
       "      <td>0.170493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>3.3</td>\n",
       "      <td>439.9</td>\n",
       "      <td>0.075017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2.8</td>\n",
       "      <td>439.9</td>\n",
       "      <td>0.063651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>2.5</td>\n",
       "      <td>439.9</td>\n",
       "      <td>0.056831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>2.0</td>\n",
       "      <td>439.9</td>\n",
       "      <td>0.045465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>1.4</td>\n",
       "      <td>439.9</td>\n",
       "      <td>0.031825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>1.3</td>\n",
       "      <td>439.9</td>\n",
       "      <td>0.029552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>1.3</td>\n",
       "      <td>439.9</td>\n",
       "      <td>0.029552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>0.8</td>\n",
       "      <td>439.9</td>\n",
       "      <td>0.018186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>0.8</td>\n",
       "      <td>439.9</td>\n",
       "      <td>0.018186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>0.6</td>\n",
       "      <td>439.9</td>\n",
       "      <td>0.013639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0.5</td>\n",
       "      <td>439.9</td>\n",
       "      <td>0.011366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>0.5</td>\n",
       "      <td>439.9</td>\n",
       "      <td>0.011366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>0.5</td>\n",
       "      <td>439.9</td>\n",
       "      <td>0.011366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>0.5</td>\n",
       "      <td>439.9</td>\n",
       "      <td>0.011366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>0.5</td>\n",
       "      <td>439.9</td>\n",
       "      <td>0.011366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>0.4</td>\n",
       "      <td>439.9</td>\n",
       "      <td>0.009093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0.1</td>\n",
       "      <td>439.9</td>\n",
       "      <td>0.002273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>0.1</td>\n",
       "      <td>439.9</td>\n",
       "      <td>0.002273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1</td>\n",
       "      <td>21</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2</td>\n",
       "      <td>40</td>\n",
       "      <td>238.0</td>\n",
       "      <td>467.8</td>\n",
       "      <td>5.087644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2</td>\n",
       "      <td>41</td>\n",
       "      <td>84.0</td>\n",
       "      <td>467.8</td>\n",
       "      <td>1.795639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>467.8</td>\n",
       "      <td>1.239846</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    user_id  game_id  hours  allhours  new_value\n",
       "0         0        0  273.0     439.9   6.205956\n",
       "1         0        1   87.0     439.9   1.977722\n",
       "2         0        2   14.9     439.9   0.338713\n",
       "3         0        3   12.1     439.9   0.275063\n",
       "4         0        4    8.9     439.9   0.202319\n",
       "5         0        5    8.5     439.9   0.193226\n",
       "6         0        6    8.1     439.9   0.184133\n",
       "7         0        7    7.5     439.9   0.170493\n",
       "8         0        8    3.3     439.9   0.075017\n",
       "9         0        9    2.8     439.9   0.063651\n",
       "10        0       10    2.5     439.9   0.056831\n",
       "11        0       11    2.0     439.9   0.045465\n",
       "12        0       12    1.4     439.9   0.031825\n",
       "13        0       13    1.3     439.9   0.029552\n",
       "14        0       14    1.3     439.9   0.029552\n",
       "15        0       15    0.8     439.9   0.018186\n",
       "16        0       16    0.8     439.9   0.018186\n",
       "17        0       17    0.6     439.9   0.013639\n",
       "18        0       18    0.5     439.9   0.011366\n",
       "19        0       19    0.5     439.9   0.011366\n",
       "20        0       20    0.5     439.9   0.011366\n",
       "21        0       21    0.5     439.9   0.011366\n",
       "22        0       22    0.5     439.9   0.011366\n",
       "23        0       23    0.4     439.9   0.009093\n",
       "24        0       24    0.1     439.9   0.002273\n",
       "25        0       25    0.1     439.9   0.002273\n",
       "26        1       21    2.3       2.3  10.000000\n",
       "27        2       40  238.0     467.8   5.087644\n",
       "28        2       41   84.0     467.8   1.795639\n",
       "29        2        0   58.0     467.8   1.239846"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "neww['new_value'] = 10*neww['hours'] /neww['allhours'] \n",
    "neww.head(30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f164be4f",
   "metadata": {},
   "outputs": [],
   "source": [
    "#neww.to_csv(r\"D:\\Desk\\otherdata.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "1a3005d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        6.205956\n",
       "1        1.977722\n",
       "2        0.338713\n",
       "3        0.275063\n",
       "4        0.202319\n",
       "           ...   \n",
       "70484    0.056219\n",
       "70485    0.051534\n",
       "70486    0.035137\n",
       "70487    0.035137\n",
       "70488    0.032795\n",
       "Name: new_value, Length: 70489, dtype: float64"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "neww['new_value']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "01a74585",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns \n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "scaler = MinMaxScaler(feature_range=(0,10))\n",
    "\n",
    "all_user_minmax=[]\n",
    "\n",
    "for id in user_ids:\n",
    "    alluser_ids =neww.loc[neww['user_id']==id]\n",
    "    alluser_minmax=scaler.fit_transform(np.array(alluser_ids['new_value']).reshape(-1,1))\n",
    "    all_user_minmax.append(alluser_minmax)#对应用户对玩过的游戏打分,去除最小最大"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "7999a650",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[array([[10.        ],\n",
       "        [ 3.1843166 ],\n",
       "        [ 0.5423232 ],\n",
       "        [ 0.43972151],\n",
       "        [ 0.32246244],\n",
       "        [ 0.30780506],\n",
       "        [ 0.29314767],\n",
       "        [ 0.2711616 ],\n",
       "        [ 0.11725907],\n",
       "        [ 0.09893734],\n",
       "        [ 0.0879443 ],\n",
       "        [ 0.06962257],\n",
       "        [ 0.0476365 ],\n",
       "        [ 0.04397215],\n",
       "        [ 0.04397215],\n",
       "        [ 0.02565042],\n",
       "        [ 0.02565042],\n",
       "        [ 0.01832173],\n",
       "        [ 0.01465738],\n",
       "        [ 0.01465738],\n",
       "        [ 0.01465738],\n",
       "        [ 0.01465738],\n",
       "        [ 0.01465738],\n",
       "        [ 0.01099304],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [3.52669189e+00],\n",
       "        [2.43379571e+00],\n",
       "        [9.20554855e-01],\n",
       "        [5.75872215e-01],\n",
       "        [4.24548129e-01],\n",
       "        [3.23665406e-01],\n",
       "        [2.90037831e-01],\n",
       "        [2.14375788e-01],\n",
       "        [1.97562001e-01],\n",
       "        [1.38713745e-01],\n",
       "        [1.30306852e-01],\n",
       "        [1.13493064e-01],\n",
       "        [1.05086171e-01],\n",
       "        [9.24758302e-02],\n",
       "        [2.52206810e-02],\n",
       "        [2.10172341e-02],\n",
       "        [1.68137873e-02],\n",
       "        [1.26103405e-02],\n",
       "        [8.40689365e-03],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10.        ],\n",
       "        [ 8.3701979 ],\n",
       "        [ 8.25378347],\n",
       "        [ 6.85681024],\n",
       "        [ 6.27473807],\n",
       "        [ 5.80908033],\n",
       "        [ 4.0628638 ],\n",
       "        [ 4.0628638 ],\n",
       "        [ 4.0628638 ],\n",
       "        [ 3.94644936],\n",
       "        [ 3.83003492],\n",
       "        [ 3.71362049],\n",
       "        [ 2.89871944],\n",
       "        [ 2.78230501],\n",
       "        [ 2.66589057],\n",
       "        [ 2.66589057],\n",
       "        [ 2.66589057],\n",
       "        [ 2.54947614],\n",
       "        [ 2.4330617 ],\n",
       "        [ 2.4330617 ],\n",
       "        [ 2.27008149],\n",
       "        [ 2.14202561],\n",
       "        [ 2.11874272],\n",
       "        [ 1.95576251],\n",
       "        [ 1.65308498],\n",
       "        [ 1.58323632],\n",
       "        [ 1.54831199],\n",
       "        [ 1.443539  ],\n",
       "        [ 1.40861467],\n",
       "        [ 1.32712456],\n",
       "        [ 1.29220023],\n",
       "        [ 1.28055879],\n",
       "        [ 1.26891735],\n",
       "        [ 1.1757858 ],\n",
       "        [ 1.16414435],\n",
       "        [ 1.12922002],\n",
       "        [ 1.12922002],\n",
       "        [ 1.11757858],\n",
       "        [ 1.11757858],\n",
       "        [ 1.10593714],\n",
       "        [ 1.03608847],\n",
       "        [ 1.02444703],\n",
       "        [ 0.9895227 ],\n",
       "        [ 0.96623981],\n",
       "        [ 0.95459837],\n",
       "        [ 0.89639115],\n",
       "        [ 0.87310827],\n",
       "        [ 0.86146682],\n",
       "        [ 0.83818393],\n",
       "        [ 0.82654249],\n",
       "        [ 0.8032596 ],\n",
       "        [ 0.76833527],\n",
       "        [ 0.75669383],\n",
       "        [ 0.73341094],\n",
       "        [ 0.73341094],\n",
       "        [ 0.71012806],\n",
       "        [ 0.68684517],\n",
       "        [ 0.67520373],\n",
       "        [ 0.65192084],\n",
       "        [ 0.64027939],\n",
       "        [ 0.64027939],\n",
       "        [ 0.62863795],\n",
       "        [ 0.62863795],\n",
       "        [ 0.62863795],\n",
       "        [ 0.59371362],\n",
       "        [ 0.55878929],\n",
       "        [ 0.50058207],\n",
       "        [ 0.48894063],\n",
       "        [ 0.47729919],\n",
       "        [ 0.4540163 ],\n",
       "        [ 0.4540163 ],\n",
       "        [ 0.4540163 ],\n",
       "        [ 0.41909197],\n",
       "        [ 0.38416764],\n",
       "        [ 0.37252619],\n",
       "        [ 0.36088475],\n",
       "        [ 0.33760186],\n",
       "        [ 0.32596042],\n",
       "        [ 0.31431898],\n",
       "        [ 0.31431898],\n",
       "        [ 0.31431898],\n",
       "        [ 0.30267753],\n",
       "        [ 0.29103609],\n",
       "        [ 0.27939464],\n",
       "        [ 0.27939464],\n",
       "        [ 0.2677532 ],\n",
       "        [ 0.24447031],\n",
       "        [ 0.24447031],\n",
       "        [ 0.22118743],\n",
       "        [ 0.20954598],\n",
       "        [ 0.20954598],\n",
       "        [ 0.20954598],\n",
       "        [ 0.19790454],\n",
       "        [ 0.19790454],\n",
       "        [ 0.19790454],\n",
       "        [ 0.1862631 ],\n",
       "        [ 0.1862631 ],\n",
       "        [ 0.17462165],\n",
       "        [ 0.16298021],\n",
       "        [ 0.15133877],\n",
       "        [ 0.15133877],\n",
       "        [ 0.13969732],\n",
       "        [ 0.13969732],\n",
       "        [ 0.13969732],\n",
       "        [ 0.11641444],\n",
       "        [ 0.11641444],\n",
       "        [ 0.11641444],\n",
       "        [ 0.11641444],\n",
       "        [ 0.10477299],\n",
       "        [ 0.10477299],\n",
       "        [ 0.09313155],\n",
       "        [ 0.09313155],\n",
       "        [ 0.09313155],\n",
       "        [ 0.09313155],\n",
       "        [ 0.09313155],\n",
       "        [ 0.0814901 ],\n",
       "        [ 0.0814901 ],\n",
       "        [ 0.0814901 ],\n",
       "        [ 0.0814901 ],\n",
       "        [ 0.0814901 ],\n",
       "        [ 0.0814901 ],\n",
       "        [ 0.0814901 ],\n",
       "        [ 0.0814901 ],\n",
       "        [ 0.06984866],\n",
       "        [ 0.06984866],\n",
       "        [ 0.06984866],\n",
       "        [ 0.06984866],\n",
       "        [ 0.05820722],\n",
       "        [ 0.05820722],\n",
       "        [ 0.05820722],\n",
       "        [ 0.05820722],\n",
       "        [ 0.05820722],\n",
       "        [ 0.05820722],\n",
       "        [ 0.05820722],\n",
       "        [ 0.05820722],\n",
       "        [ 0.04656577],\n",
       "        [ 0.04656577],\n",
       "        [ 0.04656577],\n",
       "        [ 0.04656577],\n",
       "        [ 0.04656577],\n",
       "        [ 0.04656577],\n",
       "        [ 0.04656577],\n",
       "        [ 0.04656577],\n",
       "        [ 0.04656577],\n",
       "        [ 0.04656577],\n",
       "        [ 0.04656577],\n",
       "        [ 0.04656577],\n",
       "        [ 0.03492433],\n",
       "        [ 0.03492433],\n",
       "        [ 0.03492433],\n",
       "        [ 0.03492433],\n",
       "        [ 0.03492433],\n",
       "        [ 0.03492433],\n",
       "        [ 0.03492433],\n",
       "        [ 0.03492433],\n",
       "        [ 0.03492433],\n",
       "        [ 0.03492433],\n",
       "        [ 0.03492433],\n",
       "        [ 0.03492433],\n",
       "        [ 0.03492433],\n",
       "        [ 0.03492433],\n",
       "        [ 0.02328289],\n",
       "        [ 0.02328289],\n",
       "        [ 0.02328289],\n",
       "        [ 0.02328289],\n",
       "        [ 0.02328289],\n",
       "        [ 0.02328289],\n",
       "        [ 0.02328289],\n",
       "        [ 0.02328289],\n",
       "        [ 0.02328289],\n",
       "        [ 0.02328289],\n",
       "        [ 0.01164144],\n",
       "        [ 0.01164144],\n",
       "        [ 0.01164144],\n",
       "        [ 0.01164144],\n",
       "        [ 0.01164144],\n",
       "        [ 0.01164144],\n",
       "        [ 0.01164144],\n",
       "        [ 0.01164144],\n",
       "        [ 0.01164144],\n",
       "        [ 0.01164144],\n",
       "        [ 0.01164144],\n",
       "        [ 0.01164144],\n",
       "        [ 0.01164144],\n",
       "        [ 0.01164144],\n",
       "        [ 0.01164144],\n",
       "        [ 0.01164144],\n",
       "        [ 0.01164144],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 5.04950495],\n",
       "        [ 2.29922992],\n",
       "        [ 1.01210121],\n",
       "        [ 0.62706271],\n",
       "        [ 0.220022  ],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 1.92307692],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 5.68345324],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [3.50787689e+00],\n",
       "        [9.85031115e-01],\n",
       "        [3.85154454e-01],\n",
       "        [2.67421652e-01],\n",
       "        [8.85799181e-02],\n",
       "        [7.45641083e-02],\n",
       "        [6.39120928e-02],\n",
       "        [5.55026069e-02],\n",
       "        [3.08347816e-02],\n",
       "        [2.13040309e-02],\n",
       "        [1.12126479e-02],\n",
       "        [1.06520155e-02],\n",
       "        [1.68189718e-03],\n",
       "        [1.68189718e-03],\n",
       "        [5.60632393e-04],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 7.26651481],\n",
       "        [ 5.89977221],\n",
       "        [ 3.59908884],\n",
       "        [ 3.57630979],\n",
       "        [ 2.3690205 ],\n",
       "        [ 2.14123007],\n",
       "        [ 2.07289294],\n",
       "        [ 2.02733485],\n",
       "        [ 1.93621868],\n",
       "        [ 1.86788155],\n",
       "        [ 1.86788155],\n",
       "        [ 1.84510251],\n",
       "        [ 1.32118451],\n",
       "        [ 1.04783599],\n",
       "        [ 0.27334852],\n",
       "        [ 0.18223235],\n",
       "        [ 0.11389522],\n",
       "        [ 0.09111617],\n",
       "        [ 0.09111617],\n",
       "        [ 0.06833713],\n",
       "        [ 0.02277904],\n",
       "        [ 0.02277904],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 0.10160957],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 8.99543379],\n",
       "        [ 3.60730594],\n",
       "        [ 2.69406393],\n",
       "        [ 0.86757991],\n",
       "        [ 0.72146119],\n",
       "        [ 0.12785388],\n",
       "        [ 0.02739726],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [3.69070209e+00],\n",
       "        [2.83681214e+00],\n",
       "        [1.46110057e+00],\n",
       "        [5.26565465e-01],\n",
       "        [4.64895636e-01],\n",
       "        [3.60531309e-01],\n",
       "        [4.26944972e-02],\n",
       "        [3.32068311e-02],\n",
       "        [4.74383302e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10.        ],\n",
       "        [ 1.57782516],\n",
       "        [ 1.13006397],\n",
       "        [ 0.69296375],\n",
       "        [ 0.36247335],\n",
       "        [ 0.23454158],\n",
       "        [ 0.20255864],\n",
       "        [ 0.07462687],\n",
       "        [ 0.0533049 ],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[10.        ],\n",
       "        [ 5.29590288],\n",
       "        [ 3.323217  ],\n",
       "        [ 2.95902883],\n",
       "        [ 2.45827011],\n",
       "        [ 2.215478  ],\n",
       "        [ 2.20030349],\n",
       "        [ 2.15477997],\n",
       "        [ 2.0030349 ],\n",
       "        [ 1.69954476],\n",
       "        [ 1.68437026],\n",
       "        [ 1.57814871],\n",
       "        [ 1.42640364],\n",
       "        [ 1.36570561],\n",
       "        [ 1.35053111],\n",
       "        [ 1.3353566 ],\n",
       "        [ 1.28983308],\n",
       "        [ 1.06221548],\n",
       "        [ 1.06221548],\n",
       "        [ 1.06221548],\n",
       "        [ 0.8801214 ],\n",
       "        [ 0.8801214 ],\n",
       "        [ 0.83459788],\n",
       "        [ 0.83459788],\n",
       "        [ 0.78907436],\n",
       "        [ 0.77389985],\n",
       "        [ 0.75872534],\n",
       "        [ 0.75872534],\n",
       "        [ 0.69802731],\n",
       "        [ 0.63732929],\n",
       "        [ 0.60698027],\n",
       "        [ 0.60698027],\n",
       "        [ 0.54628225],\n",
       "        [ 0.54628225],\n",
       "        [ 0.53110774],\n",
       "        [ 0.53110774],\n",
       "        [ 0.53110774],\n",
       "        [ 0.50075873],\n",
       "        [ 0.48558422],\n",
       "        [ 0.47040971],\n",
       "        [ 0.47040971],\n",
       "        [ 0.4552352 ],\n",
       "        [ 0.42488619],\n",
       "        [ 0.40971168],\n",
       "        [ 0.39453718],\n",
       "        [ 0.37936267],\n",
       "        [ 0.33383915],\n",
       "        [ 0.31866464],\n",
       "        [ 0.31866464],\n",
       "        [ 0.30349014],\n",
       "        [ 0.28831563],\n",
       "        [ 0.28831563],\n",
       "        [ 0.18209408],\n",
       "        [ 0.16691958],\n",
       "        [ 0.16691958],\n",
       "        [ 0.15174507],\n",
       "        [ 0.13657056],\n",
       "        [ 0.13657056],\n",
       "        [ 0.12139605],\n",
       "        [ 0.12139605],\n",
       "        [ 0.10622155],\n",
       "        [ 0.07587253],\n",
       "        [ 0.06069803],\n",
       "        [ 0.04552352],\n",
       "        [ 0.03034901],\n",
       "        [ 0.03034901],\n",
       "        [ 0.01517451],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 3.52941176],\n",
       "        [ 0.        ]]),\n",
       " array([[1.00000000e+01],\n",
       "        [4.56621604e+00],\n",
       "        [3.54245964e+00],\n",
       "        [2.88620554e+00],\n",
       "        [1.48182176e+00],\n",
       "        [1.37682111e+00],\n",
       "        [1.29807061e+00],\n",
       "        [1.10119438e+00],\n",
       "        [8.12442578e-01],\n",
       "        [7.99317496e-01],\n",
       "        [7.59942250e-01],\n",
       "        [7.46817168e-01],\n",
       "        [7.33692086e-01],\n",
       "        [6.02441265e-01],\n",
       "        [5.76191101e-01],\n",
       "        [5.76191101e-01],\n",
       "        [5.36815855e-01],\n",
       "        [5.10565691e-01],\n",
       "        [4.97440609e-01],\n",
       "        [4.97440609e-01],\n",
       "        [4.71190445e-01],\n",
       "        [4.18690117e-01],\n",
       "        [4.05565035e-01],\n",
       "        [4.05565035e-01],\n",
       "        [3.53064707e-01],\n",
       "        [3.13689461e-01],\n",
       "        [3.00564379e-01],\n",
       "        [3.00564379e-01],\n",
       "        [3.00564379e-01],\n",
       "        [2.87439296e-01],\n",
       "        [2.74314214e-01],\n",
       "        [2.74314214e-01],\n",
       "        [2.74314214e-01],\n",
       "        [2.59876624e-01],\n",
       "        [2.58564116e-01],\n",
       "        [2.57251608e-01],\n",
       "        [2.57251608e-01],\n",
       "        [2.54626591e-01],\n",
       "        [2.54626591e-01],\n",
       "        [2.53314083e-01],\n",
       "        [2.49376559e-01],\n",
       "        [2.38876493e-01],\n",
       "        [2.37563985e-01],\n",
       "        [2.36251477e-01],\n",
       "        [2.25751411e-01],\n",
       "        [2.23126395e-01],\n",
       "        [2.00813755e-01],\n",
       "        [1.95563722e-01],\n",
       "        [1.89001181e-01],\n",
       "        [1.87688673e-01],\n",
       "        [1.82438640e-01],\n",
       "        [1.79813624e-01],\n",
       "        [1.79813624e-01],\n",
       "        [1.75876099e-01],\n",
       "        [1.66688542e-01],\n",
       "        [1.65376034e-01],\n",
       "        [1.64063525e-01],\n",
       "        [1.61438509e-01],\n",
       "        [1.61438509e-01],\n",
       "        [1.50938443e-01],\n",
       "        [1.47000919e-01],\n",
       "        [1.47000919e-01],\n",
       "        [1.45688411e-01],\n",
       "        [1.44375902e-01],\n",
       "        [1.43063394e-01],\n",
       "        [1.39125870e-01],\n",
       "        [1.36500853e-01],\n",
       "        [1.35188345e-01],\n",
       "        [1.31250820e-01],\n",
       "        [1.27313296e-01],\n",
       "        [1.26000788e-01],\n",
       "        [1.26000788e-01],\n",
       "        [1.22063263e-01],\n",
       "        [1.20750755e-01],\n",
       "        [1.16813230e-01],\n",
       "        [1.14188214e-01],\n",
       "        [1.08938181e-01],\n",
       "        [1.02375640e-01],\n",
       "        [1.01063132e-01],\n",
       "        [1.01063132e-01],\n",
       "        [9.97506234e-02],\n",
       "        [9.97506234e-02],\n",
       "        [9.97506234e-02],\n",
       "        [9.84381152e-02],\n",
       "        [9.71256070e-02],\n",
       "        [9.58130988e-02],\n",
       "        [9.31880824e-02],\n",
       "        [9.31880824e-02],\n",
       "        [9.31880824e-02],\n",
       "        [9.05630660e-02],\n",
       "        [9.05630660e-02],\n",
       "        [9.05630660e-02],\n",
       "        [8.79380496e-02],\n",
       "        [8.66255414e-02],\n",
       "        [8.66255414e-02],\n",
       "        [8.53130332e-02],\n",
       "        [8.53130332e-02],\n",
       "        [8.40005250e-02],\n",
       "        [8.40005250e-02],\n",
       "        [7.87504922e-02],\n",
       "        [7.61254758e-02],\n",
       "        [7.35004594e-02],\n",
       "        [7.21879512e-02],\n",
       "        [7.21879512e-02],\n",
       "        [7.08754430e-02],\n",
       "        [7.08754430e-02],\n",
       "        [6.95629348e-02],\n",
       "        [6.82504266e-02],\n",
       "        [6.82504266e-02],\n",
       "        [6.82504266e-02],\n",
       "        [6.69379184e-02],\n",
       "        [6.56254102e-02],\n",
       "        [6.30003938e-02],\n",
       "        [6.03753773e-02],\n",
       "        [5.90628691e-02],\n",
       "        [5.77503609e-02],\n",
       "        [5.64378527e-02],\n",
       "        [5.64378527e-02],\n",
       "        [5.64378527e-02],\n",
       "        [5.51253445e-02],\n",
       "        [5.38128363e-02],\n",
       "        [5.38128363e-02],\n",
       "        [5.38128363e-02],\n",
       "        [5.25003281e-02],\n",
       "        [5.11878199e-02],\n",
       "        [5.11878199e-02],\n",
       "        [4.98753117e-02],\n",
       "        [4.85628035e-02],\n",
       "        [4.59377871e-02],\n",
       "        [4.33127707e-02],\n",
       "        [4.33127707e-02],\n",
       "        [4.33127707e-02],\n",
       "        [4.20002625e-02],\n",
       "        [4.06877543e-02],\n",
       "        [4.06877543e-02],\n",
       "        [4.06877543e-02],\n",
       "        [3.93752461e-02],\n",
       "        [3.67502297e-02],\n",
       "        [3.67502297e-02],\n",
       "        [3.54377215e-02],\n",
       "        [3.41252133e-02],\n",
       "        [3.41252133e-02],\n",
       "        [3.28127051e-02],\n",
       "        [3.28127051e-02],\n",
       "        [3.15001969e-02],\n",
       "        [3.15001969e-02],\n",
       "        [3.01876887e-02],\n",
       "        [3.01876887e-02],\n",
       "        [2.88751805e-02],\n",
       "        [2.88751805e-02],\n",
       "        [2.88751805e-02],\n",
       "        [2.88751805e-02],\n",
       "        [2.75626723e-02],\n",
       "        [2.62501641e-02],\n",
       "        [2.49376559e-02],\n",
       "        [2.49376559e-02],\n",
       "        [2.36251477e-02],\n",
       "        [2.36251477e-02],\n",
       "        [2.23126395e-02],\n",
       "        [2.23126395e-02],\n",
       "        [1.83751148e-02],\n",
       "        [1.83751148e-02],\n",
       "        [1.83751148e-02],\n",
       "        [1.83751148e-02],\n",
       "        [1.83751148e-02],\n",
       "        [1.70626066e-02],\n",
       "        [1.70626066e-02],\n",
       "        [1.70626066e-02],\n",
       "        [1.70626066e-02],\n",
       "        [1.57500984e-02],\n",
       "        [1.57500984e-02],\n",
       "        [1.31250820e-02],\n",
       "        [1.18125738e-02],\n",
       "        [1.18125738e-02],\n",
       "        [1.05000656e-02],\n",
       "        [1.05000656e-02],\n",
       "        [1.05000656e-02],\n",
       "        [9.18755742e-03],\n",
       "        [9.18755742e-03],\n",
       "        [9.18755742e-03],\n",
       "        [7.87504922e-03],\n",
       "        [7.87504922e-03],\n",
       "        [7.87504922e-03],\n",
       "        [7.87504922e-03],\n",
       "        [7.87504922e-03],\n",
       "        [6.56254102e-03],\n",
       "        [6.56254102e-03],\n",
       "        [6.56254102e-03],\n",
       "        [6.56254102e-03],\n",
       "        [6.56254102e-03],\n",
       "        [6.56254102e-03],\n",
       "        [3.93752461e-03],\n",
       "        [3.93752461e-03],\n",
       "        [3.93752461e-03],\n",
       "        [3.93752461e-03],\n",
       "        [3.93752461e-03],\n",
       "        [2.62501641e-03],\n",
       "        [2.62501641e-03],\n",
       "        [2.62501641e-03],\n",
       "        [2.62501641e-03],\n",
       "        [2.62501641e-03],\n",
       "        [2.62501641e-03],\n",
       "        [1.31250820e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [9.80537174e+00],\n",
       "        [1.43635656e+00],\n",
       "        [1.04710004e+00],\n",
       "        [6.96769171e-01],\n",
       "        [3.46438303e-01],\n",
       "        [3.36706890e-01],\n",
       "        [3.07512651e-01],\n",
       "        [2.00467108e-01],\n",
       "        [1.51810043e-01],\n",
       "        [1.49863760e-01],\n",
       "        [1.49863760e-01],\n",
       "        [7.97975866e-02],\n",
       "        [7.20124562e-02],\n",
       "        [6.71467497e-02],\n",
       "        [2.62748151e-02],\n",
       "        [1.45971195e-02],\n",
       "        [1.26508369e-02],\n",
       "        [6.81198910e-03],\n",
       "        [1.94628260e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 0.91743119],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 0.43723554],\n",
       "        [ 0.40197461],\n",
       "        [ 0.33145275],\n",
       "        [ 0.28208745],\n",
       "        [ 0.11988717],\n",
       "        [ 0.11988717],\n",
       "        [ 0.06346968],\n",
       "        [ 0.0493653 ],\n",
       "        [ 0.03526093],\n",
       "        [ 0.01410437],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 2.82982792],\n",
       "        [ 2.35181644],\n",
       "        [ 1.38623327],\n",
       "        [ 1.00382409],\n",
       "        [ 0.66921606],\n",
       "        [ 0.66921606],\n",
       "        [ 0.49713193],\n",
       "        [ 0.28680688],\n",
       "        [ 0.15296367],\n",
       "        [ 0.        ]]),\n",
       " array([[1.00000000e+01],\n",
       "        [9.57341715e+00],\n",
       "        [3.48001796e-02],\n",
       "        [3.25550067e-02],\n",
       "        [1.90839695e-02],\n",
       "        [6.73551863e-03],\n",
       "        [6.73551863e-03],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 4.06332454],\n",
       "        [ 1.62269129],\n",
       "        [ 1.35883905],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 0.46829268],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[10.],\n",
       "        [ 0.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 4.92537313],\n",
       "        [ 0.        ]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[10.        ],\n",
       "        [ 2.31404959],\n",
       "        [ 0.66115702],\n",
       "        [ 0.08264463],\n",
       "        [ 0.        ]]),\n",
       " array([[1.00000000e+01],\n",
       "        [7.49491154e+00],\n",
       "        [1.09127916e+00],\n",
       "        [1.01299515e+00],\n",
       "        [5.11977454e-01],\n",
       "        [4.65007046e-01],\n",
       "        [3.05307656e-01],\n",
       "        [2.48943166e-01],\n",
       "        [1.72224832e-01],\n",
       "        [6.10615312e-02],\n",
       "        [5.63644904e-02],\n",
       "        [3.13136058e-02],\n",
       "        [2.19195240e-02],\n",
       "        [1.09597620e-02],\n",
       "        [7.82840144e-03],\n",
       "        [7.82840144e-03],\n",
       "        [6.26272115e-03],\n",
       "        [6.26272115e-03],\n",
       "        [3.13136058e-03],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [6.09305761e-01],\n",
       "        [3.87740030e-01],\n",
       "        [3.10192024e-01],\n",
       "        [3.02806499e-01],\n",
       "        [8.12407681e-02],\n",
       "        [6.64697194e-02],\n",
       "        [3.69276219e-02],\n",
       "        [1.84638109e-02],\n",
       "        [3.69276219e-03],\n",
       "        [3.69276219e-03],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 4.9122807 ],\n",
       "        [ 0.70175439],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.   ],\n",
       "        [10.   ],\n",
       "        [ 2.25 ],\n",
       "        [ 0.875],\n",
       "        [ 0.5  ],\n",
       "        [ 0.   ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 1.42857143],\n",
       "        [ 0.        ]]),\n",
       " array([[1.00000000e+01],\n",
       "        [1.67580610e+00],\n",
       "        [8.64224611e-01],\n",
       "        [3.15858741e-01],\n",
       "        [2.13862689e-01],\n",
       "        [1.43671858e-01],\n",
       "        [1.32704540e-01],\n",
       "        [6.79973678e-02],\n",
       "        [4.82561965e-02],\n",
       "        [2.74182935e-02],\n",
       "        [2.63215617e-02],\n",
       "        [2.30313665e-02],\n",
       "        [1.53542444e-02],\n",
       "        [1.31607809e-02],\n",
       "        [8.77385392e-03],\n",
       "        [7.67712218e-03],\n",
       "        [7.67712218e-03],\n",
       "        [1.09673174e-03],\n",
       "        [1.09673174e-03],\n",
       "        [1.09673174e-03],\n",
       "        [1.09673174e-03],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [5.61815336e+00],\n",
       "        [4.60093897e+00],\n",
       "        [4.52269171e+00],\n",
       "        [3.58372457e+00],\n",
       "        [3.19248826e+00],\n",
       "        [3.19248826e+00],\n",
       "        [2.72300469e+00],\n",
       "        [1.62754304e+00],\n",
       "        [1.12676056e+00],\n",
       "        [1.12676056e+00],\n",
       "        [1.11893584e+00],\n",
       "        [9.93740219e-01],\n",
       "        [5.32081377e-01],\n",
       "        [5.00782473e-01],\n",
       "        [4.77308294e-01],\n",
       "        [4.38184664e-01],\n",
       "        [4.30359937e-01],\n",
       "        [2.81690141e-01],\n",
       "        [2.42566510e-01],\n",
       "        [2.34741784e-01],\n",
       "        [2.26917058e-01],\n",
       "        [2.19092332e-01],\n",
       "        [2.11267606e-01],\n",
       "        [2.03442879e-01],\n",
       "        [2.03442879e-01],\n",
       "        [2.03442879e-01],\n",
       "        [1.95618153e-01],\n",
       "        [1.79968701e-01],\n",
       "        [1.56494523e-01],\n",
       "        [1.33020344e-01],\n",
       "        [1.25195618e-01],\n",
       "        [1.25195618e-01],\n",
       "        [1.09546166e-01],\n",
       "        [1.01721440e-01],\n",
       "        [8.60719875e-02],\n",
       "        [7.82472613e-02],\n",
       "        [7.82472613e-02],\n",
       "        [7.04225352e-02],\n",
       "        [6.25978091e-02],\n",
       "        [5.47730829e-02],\n",
       "        [4.69483568e-02],\n",
       "        [4.69483568e-02],\n",
       "        [3.91236307e-02],\n",
       "        [3.91236307e-02],\n",
       "        [2.34741784e-02],\n",
       "        [2.34741784e-02],\n",
       "        [2.34741784e-02],\n",
       "        [1.56494523e-02],\n",
       "        [1.56494523e-02],\n",
       "        [7.82472613e-03],\n",
       "        [7.82472613e-03],\n",
       "        [7.82472613e-03],\n",
       "        [7.82472613e-03],\n",
       "        [7.82472613e-03],\n",
       "        [7.82472613e-03],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [1.95851646e-01],\n",
       "        [1.95851646e-01],\n",
       "        [5.62880716e-02],\n",
       "        [1.23371116e-02],\n",
       "        [8.48176421e-03],\n",
       "        [7.32516000e-03],\n",
       "        [3.08427789e-03],\n",
       "        [7.71069473e-04],\n",
       "        [7.71069473e-04],\n",
       "        [7.71069473e-04],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 6.44171779],\n",
       "        [ 0.09815951],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 1.53558052],\n",
       "        [ 0.37453184],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 1.3446677 ],\n",
       "        [ 1.13601236],\n",
       "        [ 0.0618238 ],\n",
       "        [ 0.05409583],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 3.63636364],\n",
       "        [ 2.27272727],\n",
       "        [ 1.81818182],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 6.66666667],\n",
       "        [ 1.66666667],\n",
       "        [ 1.53703704],\n",
       "        [ 1.37037037],\n",
       "        [ 1.2962963 ],\n",
       "        [ 1.06481481],\n",
       "        [ 0.62962963],\n",
       "        [ 0.46296296],\n",
       "        [ 0.        ]]),\n",
       " array([[1.00000000e+01],\n",
       "        [6.94835681e+00],\n",
       "        [6.47887324e+00],\n",
       "        [5.07042254e+00],\n",
       "        [4.67918623e+00],\n",
       "        [4.60093897e+00],\n",
       "        [4.44444444e+00],\n",
       "        [4.44444444e+00],\n",
       "        [4.44444444e+00],\n",
       "        [4.20970266e+00],\n",
       "        [3.34898279e+00],\n",
       "        [3.03599374e+00],\n",
       "        [2.80125196e+00],\n",
       "        [2.72300469e+00],\n",
       "        [2.17527387e+00],\n",
       "        [2.17527387e+00],\n",
       "        [2.09702660e+00],\n",
       "        [2.09702660e+00],\n",
       "        [2.09702660e+00],\n",
       "        [1.94053208e+00],\n",
       "        [1.50234742e+00],\n",
       "        [1.34585290e+00],\n",
       "        [1.28325509e+00],\n",
       "        [1.13458529e+00],\n",
       "        [1.02503912e+00],\n",
       "        [1.01721440e+00],\n",
       "        [9.93740219e-01],\n",
       "        [9.07668232e-01],\n",
       "        [8.84194053e-01],\n",
       "        [8.84194053e-01],\n",
       "        [7.35524257e-01],\n",
       "        [7.27699531e-01],\n",
       "        [6.10328638e-01],\n",
       "        [5.55555556e-01],\n",
       "        [5.00782473e-01],\n",
       "        [4.69483568e-01],\n",
       "        [4.22535211e-01],\n",
       "        [3.91236307e-01],\n",
       "        [3.75586854e-01],\n",
       "        [3.67762128e-01],\n",
       "        [3.52112676e-01],\n",
       "        [2.89514867e-01],\n",
       "        [2.89514867e-01],\n",
       "        [2.81690141e-01],\n",
       "        [2.73865415e-01],\n",
       "        [2.42566510e-01],\n",
       "        [1.87793427e-01],\n",
       "        [1.48669797e-01],\n",
       "        [1.40845070e-01],\n",
       "        [1.33020344e-01],\n",
       "        [1.25195618e-01],\n",
       "        [1.01721440e-01],\n",
       "        [7.82472613e-02],\n",
       "        [7.04225352e-02],\n",
       "        [5.47730829e-02],\n",
       "        [5.47730829e-02],\n",
       "        [3.91236307e-02],\n",
       "        [3.12989045e-02],\n",
       "        [1.56494523e-02],\n",
       "        [1.56494523e-02],\n",
       "        [1.56494523e-02],\n",
       "        [7.82472613e-03],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 8.79759519],\n",
       "        [ 7.89579158],\n",
       "        [ 7.19438878],\n",
       "        [ 3.88777555],\n",
       "        [ 1.45290581],\n",
       "        [ 1.32264529],\n",
       "        [ 1.26252505],\n",
       "        [ 0.97194389],\n",
       "        [ 0.52104208],\n",
       "        [ 0.34068136],\n",
       "        [ 0.32064128],\n",
       "        [ 0.31062124],\n",
       "        [ 0.17034068],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 3.68932039],\n",
       "        [ 1.97815534],\n",
       "        [ 0.49757282],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 7.2207656 ],\n",
       "        [ 1.97692711],\n",
       "        [ 0.38804405],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 0.73298429],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [7.90494059e+00],\n",
       "        [1.40087555e+00],\n",
       "        [9.00562852e-01],\n",
       "        [8.38023765e-01],\n",
       "        [8.06754221e-01],\n",
       "        [8.06754221e-01],\n",
       "        [7.75484678e-01],\n",
       "        [7.12945591e-01],\n",
       "        [5.56597874e-01],\n",
       "        [5.19074422e-01],\n",
       "        [4.81550969e-01],\n",
       "        [4.40900563e-01],\n",
       "        [4.15884928e-01],\n",
       "        [3.87742339e-01],\n",
       "        [3.43964978e-01],\n",
       "        [2.47029393e-01],\n",
       "        [2.12632896e-01],\n",
       "        [1.96998124e-01],\n",
       "        [1.87617261e-01],\n",
       "        [1.62601626e-01],\n",
       "        [1.53220763e-01],\n",
       "        [1.12570356e-01],\n",
       "        [3.12695435e-02],\n",
       "        [1.25078174e-02],\n",
       "        [3.12695435e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10.        ],\n",
       "        [ 1.48073022],\n",
       "        [ 1.40697031],\n",
       "        [ 0.37433155],\n",
       "        [ 0.3337636 ],\n",
       "        [ 0.3300756 ],\n",
       "        [ 0.12170385],\n",
       "        [ 0.0848239 ],\n",
       "        [ 0.02765997],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 7.05188679],\n",
       "        [ 2.80660377],\n",
       "        [ 2.28773585],\n",
       "        [ 1.35613208],\n",
       "        [ 0.91981132],\n",
       "        [ 0.80188679],\n",
       "        [ 0.43632075],\n",
       "        [ 0.2004717 ],\n",
       "        [ 0.16509434],\n",
       "        [ 0.07075472],\n",
       "        [ 0.07075472],\n",
       "        [ 0.04716981],\n",
       "        [ 0.01179245],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 0.01157675],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.       ],\n",
       "        [ 3.8372093],\n",
       "        [ 0.       ]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [2.81352748e+00],\n",
       "        [2.20760921e-01],\n",
       "        [9.39408173e-03],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [4.61968362e+00],\n",
       "        [7.07587383e-01],\n",
       "        [6.88642607e-01],\n",
       "        [4.70777683e-01],\n",
       "        [2.05550819e-01],\n",
       "        [8.14625367e-02],\n",
       "        [5.39926115e-02],\n",
       "        [2.46282088e-02],\n",
       "        [1.98920148e-02],\n",
       "        [1.13668656e-02],\n",
       "        [1.04196268e-02],\n",
       "        [5.68343279e-03],\n",
       "        [3.78895520e-03],\n",
       "        [2.84171640e-03],\n",
       "        [2.84171640e-03],\n",
       "        [1.89447760e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10.        ],\n",
       "        [ 9.24385633],\n",
       "        [ 8.10964083],\n",
       "        [ 8.10964083],\n",
       "        [ 6.03024575],\n",
       "        [ 5.08506616],\n",
       "        [ 4.70699433],\n",
       "        [ 4.3289225 ],\n",
       "        [ 3.68620038],\n",
       "        [ 3.42155009],\n",
       "        [ 3.4026465 ],\n",
       "        [ 3.25141777],\n",
       "        [ 3.13799622],\n",
       "        [ 3.04347826],\n",
       "        [ 2.93005671],\n",
       "        [ 2.81663516],\n",
       "        [ 2.79773157],\n",
       "        [ 2.268431  ],\n",
       "        [ 1.77693762],\n",
       "        [ 1.75803403],\n",
       "        [ 1.73913043],\n",
       "        [ 1.73913043],\n",
       "        [ 1.60680529],\n",
       "        [ 1.56899811],\n",
       "        [ 1.53119093],\n",
       "        [ 1.3610586 ],\n",
       "        [ 1.05860113],\n",
       "        [ 0.9073724 ],\n",
       "        [ 0.83175803],\n",
       "        [ 0.66162571],\n",
       "        [ 0.64272212],\n",
       "        [ 0.60491493],\n",
       "        [ 0.58601134],\n",
       "        [ 0.43478261],\n",
       "        [ 0.37807183],\n",
       "        [ 0.34026465],\n",
       "        [ 0.34026465],\n",
       "        [ 0.26465028],\n",
       "        [ 0.26465028],\n",
       "        [ 0.24574669],\n",
       "        [ 0.24574669],\n",
       "        [ 0.20793951],\n",
       "        [ 0.20793951],\n",
       "        [ 0.15122873],\n",
       "        [ 0.13232514],\n",
       "        [ 0.13232514],\n",
       "        [ 0.07561437],\n",
       "        [ 0.05671078],\n",
       "        [ 0.05671078],\n",
       "        [ 0.05671078],\n",
       "        [ 0.03780718],\n",
       "        [ 0.03780718],\n",
       "        [ 0.01890359],\n",
       "        [ 0.01890359],\n",
       "        [ 0.01890359],\n",
       "        [ 0.01890359],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [8.97076986e+00],\n",
       "        [7.94153973e+00],\n",
       "        [6.29477151e+00],\n",
       "        [5.88307946e+00],\n",
       "        [5.59489502e+00],\n",
       "        [3.53643475e+00],\n",
       "        [3.41292713e+00],\n",
       "        [2.79538905e+00],\n",
       "        [2.67188143e+00],\n",
       "        [2.63071223e+00],\n",
       "        [2.54837382e+00],\n",
       "        [2.50720461e+00],\n",
       "        [2.26018938e+00],\n",
       "        [1.72498971e+00],\n",
       "        [1.43680527e+00],\n",
       "        [1.31329765e+00],\n",
       "        [1.31329765e+00],\n",
       "        [1.27212845e+00],\n",
       "        [1.23095924e+00],\n",
       "        [1.14862083e+00],\n",
       "        [1.06628242e+00],\n",
       "        [1.06628242e+00],\n",
       "        [9.83944010e-01],\n",
       "        [9.83944010e-01],\n",
       "        [9.01605599e-01],\n",
       "        [9.01605599e-01],\n",
       "        [8.60436394e-01],\n",
       "        [8.60436394e-01],\n",
       "        [8.60436394e-01],\n",
       "        [8.60436394e-01],\n",
       "        [8.11033347e-01],\n",
       "        [8.06916427e-01],\n",
       "        [8.06916427e-01],\n",
       "        [7.82214903e-01],\n",
       "        [7.82214903e-01],\n",
       "        [7.69864142e-01],\n",
       "        [7.03993413e-01],\n",
       "        [6.91642651e-01],\n",
       "        [6.79291890e-01],\n",
       "        [6.75174969e-01],\n",
       "        [6.38122684e-01],\n",
       "        [6.21655002e-01],\n",
       "        [6.21655002e-01],\n",
       "        [6.05187320e-01],\n",
       "        [6.05187320e-01],\n",
       "        [5.72251956e-01],\n",
       "        [5.64018114e-01],\n",
       "        [5.39316591e-01],\n",
       "        [5.35199671e-01],\n",
       "        [5.14615068e-01],\n",
       "        [5.10498147e-01],\n",
       "        [5.10498147e-01],\n",
       "        [4.94030465e-01],\n",
       "        [4.89913545e-01],\n",
       "        [4.89913545e-01],\n",
       "        [4.65212021e-01],\n",
       "        [4.52861260e-01],\n",
       "        [4.48744339e-01],\n",
       "        [4.48744339e-01],\n",
       "        [3.78756690e-01],\n",
       "        [3.74639769e-01],\n",
       "        [3.66405928e-01],\n",
       "        [3.66405928e-01],\n",
       "        [3.62289008e-01],\n",
       "        [3.33470564e-01],\n",
       "        [3.21119802e-01],\n",
       "        [3.21119802e-01],\n",
       "        [3.00535200e-01],\n",
       "        [3.00535200e-01],\n",
       "        [2.92301359e-01],\n",
       "        [2.92301359e-01],\n",
       "        [2.92301359e-01],\n",
       "        [2.71716756e-01],\n",
       "        [2.67599835e-01],\n",
       "        [2.63482915e-01],\n",
       "        [2.18196789e-01],\n",
       "        [2.09962948e-01],\n",
       "        [1.97612186e-01],\n",
       "        [1.89378345e-01],\n",
       "        [1.85261424e-01],\n",
       "        [1.60559901e-01],\n",
       "        [1.52326060e-01],\n",
       "        [1.39975298e-01],\n",
       "        [1.35858378e-01],\n",
       "        [1.31741457e-01],\n",
       "        [1.31741457e-01],\n",
       "        [1.27624537e-01],\n",
       "        [1.07039934e-01],\n",
       "        [8.64553314e-02],\n",
       "        [8.64553314e-02],\n",
       "        [8.64553314e-02],\n",
       "        [8.23384109e-02],\n",
       "        [8.23384109e-02],\n",
       "        [8.23384109e-02],\n",
       "        [6.99876492e-02],\n",
       "        [6.99876492e-02],\n",
       "        [6.58707287e-02],\n",
       "        [6.17538082e-02],\n",
       "        [5.76368876e-02],\n",
       "        [5.35199671e-02],\n",
       "        [5.35199671e-02],\n",
       "        [4.52861260e-02],\n",
       "        [4.52861260e-02],\n",
       "        [4.11692054e-02],\n",
       "        [4.11692054e-02],\n",
       "        [4.11692054e-02],\n",
       "        [4.11692054e-02],\n",
       "        [4.11692054e-02],\n",
       "        [3.70522849e-02],\n",
       "        [3.70522849e-02],\n",
       "        [3.29353643e-02],\n",
       "        [2.88184438e-02],\n",
       "        [2.47015233e-02],\n",
       "        [2.47015233e-02],\n",
       "        [2.05846027e-02],\n",
       "        [2.05846027e-02],\n",
       "        [2.05846027e-02],\n",
       "        [1.64676822e-02],\n",
       "        [1.64676822e-02],\n",
       "        [1.23507616e-02],\n",
       "        [1.23507616e-02],\n",
       "        [8.23384109e-03],\n",
       "        [8.23384109e-03],\n",
       "        [4.11692054e-03],\n",
       "        [4.11692054e-03],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 0.69848661],\n",
       "        [ 0.19790454],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [7.55727342e-01],\n",
       "        [7.35596086e-01],\n",
       "        [5.90651045e-01],\n",
       "        [4.57784757e-01],\n",
       "        [3.32970971e-01],\n",
       "        [2.92708459e-01],\n",
       "        [1.43737166e-01],\n",
       "        [1.27632162e-01],\n",
       "        [1.19579659e-01],\n",
       "        [1.15553408e-01],\n",
       "        [9.94484036e-02],\n",
       "        [9.54221524e-02],\n",
       "        [7.69013971e-02],\n",
       "        [7.00567701e-02],\n",
       "        [6.16016427e-02],\n",
       "        [5.91858920e-02],\n",
       "        [5.83806418e-02],\n",
       "        [3.78467609e-02],\n",
       "        [2.65732576e-02],\n",
       "        [2.57680074e-02],\n",
       "        [2.53653823e-02],\n",
       "        [2.01312558e-02],\n",
       "        [1.32866288e-02],\n",
       "        [1.28840037e-02],\n",
       "        [1.24813786e-02],\n",
       "        [6.03937674e-03],\n",
       "        [5.23412650e-03],\n",
       "        [4.42887627e-03],\n",
       "        [3.62362604e-03],\n",
       "        [2.01312558e-03],\n",
       "        [1.20787535e-03],\n",
       "        [4.02625116e-04],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 1.32743363],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 2.31155779],\n",
       "        [ 2.04355109],\n",
       "        [ 1.45728643],\n",
       "        [ 1.17252931],\n",
       "        [ 0.75376884],\n",
       "        [ 0.48576214],\n",
       "        [ 0.45226131],\n",
       "        [ 0.06700168],\n",
       "        [ 0.03350084],\n",
       "        [ 0.03350084],\n",
       "        [ 0.03350084],\n",
       "        [ 0.01675042],\n",
       "        [ 0.01675042],\n",
       "        [ 0.01675042],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[10.        ],\n",
       "        [ 9.51690821],\n",
       "        [ 5.41062802],\n",
       "        [ 0.82125604],\n",
       "        [ 0.09661836],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 5.70630081],\n",
       "        [ 0.27947154],\n",
       "        [ 0.25914634],\n",
       "        [ 0.22357724],\n",
       "        [ 0.19563008],\n",
       "        [ 0.        ]]),\n",
       " array([[10.],\n",
       "        [ 8.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [1.45310985e+00],\n",
       "        [5.38855797e-01],\n",
       "        [4.83446461e-01],\n",
       "        [2.89513783e-01],\n",
       "        [2.71505749e-01],\n",
       "        [2.18866879e-01],\n",
       "        [1.78695110e-01],\n",
       "        [1.50990442e-01],\n",
       "        [1.37138108e-01],\n",
       "        [9.55811054e-02],\n",
       "        [6.37207369e-02],\n",
       "        [3.74013021e-02],\n",
       "        [2.77046682e-02],\n",
       "        [2.49342014e-02],\n",
       "        [1.66228009e-02],\n",
       "        [1.66228009e-02],\n",
       "        [1.38523341e-02],\n",
       "        [1.24671007e-02],\n",
       "        [8.31140047e-03],\n",
       "        [6.92616706e-03],\n",
       "        [4.15570024e-03],\n",
       "        [2.77046682e-03],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10.        ],\n",
       "        [ 7.90794979],\n",
       "        [ 5.18828452],\n",
       "        [ 3.49372385],\n",
       "        [ 2.9916318 ],\n",
       "        [ 2.51046025],\n",
       "        [ 2.34309623],\n",
       "        [ 2.25941423],\n",
       "        [ 1.40167364],\n",
       "        [ 1.0460251 ],\n",
       "        [ 0.69037657],\n",
       "        [ 0.64853556],\n",
       "        [ 0.64853556],\n",
       "        [ 0.43933054],\n",
       "        [ 0.37656904],\n",
       "        [ 0.25104603],\n",
       "        [ 0.10460251],\n",
       "        [ 0.08368201],\n",
       "        [ 0.0209205 ],\n",
       "        [ 0.        ]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 5.97378277],\n",
       "        [ 3.44569288],\n",
       "        [ 3.35205993],\n",
       "        [ 3.07116105],\n",
       "        [ 2.22846442],\n",
       "        [ 1.94756554],\n",
       "        [ 1.85393258],\n",
       "        [ 1.85393258],\n",
       "        [ 1.49812734],\n",
       "        [ 1.02996255],\n",
       "        [ 0.917603  ],\n",
       "        [ 0.66479401],\n",
       "        [ 0.41198502],\n",
       "        [ 0.37453184],\n",
       "        [ 0.29962547],\n",
       "        [ 0.25280899],\n",
       "        [ 0.24344569],\n",
       "        [ 0.05617978],\n",
       "        [ 0.05617978],\n",
       "        [ 0.04681648],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 4.74747475],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 6.88702343],\n",
       "        [ 1.92025184],\n",
       "        [ 1.67541098],\n",
       "        [ 1.18572928],\n",
       "        [ 1.08079748],\n",
       "        [ 1.08079748],\n",
       "        [ 1.08079748],\n",
       "        [ 0.50017489],\n",
       "        [ 0.48968171],\n",
       "        [ 0.23434767],\n",
       "        [ 0.22385449],\n",
       "        [ 0.16439314],\n",
       "        [ 0.15739769],\n",
       "        [ 0.15040224],\n",
       "        [ 0.14340679],\n",
       "        [ 0.11542497],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 2.77777778],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 1.51515152],\n",
       "        [ 0.        ]]),\n",
       " array([[10. ],\n",
       "        [ 0.5],\n",
       "        [ 0. ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 3.13662604],\n",
       "        [ 0.69916613],\n",
       "        [ 0.22450289],\n",
       "        [ 0.17318794],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 5.        ],\n",
       "        [ 2.61363636],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 3.19955407],\n",
       "        [ 3.08807135],\n",
       "        [ 1.61649944],\n",
       "        [ 0.54626533],\n",
       "        [ 0.44593088],\n",
       "        [ 0.34559643],\n",
       "        [ 0.18952062],\n",
       "        [ 0.08918618],\n",
       "        [ 0.03344482],\n",
       "        [ 0.03344482],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [5.10564322e+00],\n",
       "        [1.41481680e+00],\n",
       "        [1.28109120e+00],\n",
       "        [1.22760096e+00],\n",
       "        [1.22760096e+00],\n",
       "        [4.57341535e-01],\n",
       "        [4.35945440e-01],\n",
       "        [3.42337523e-01],\n",
       "        [2.08611928e-01],\n",
       "        [2.00588393e-01],\n",
       "        [1.97913881e-01],\n",
       "        [1.55121690e-01],\n",
       "        [1.49772666e-01],\n",
       "        [1.31051083e-01],\n",
       "        [1.31051083e-01],\n",
       "        [1.04305964e-01],\n",
       "        [1.01631452e-01],\n",
       "        [9.62824285e-02],\n",
       "        [8.55843809e-02],\n",
       "        [7.48863332e-02],\n",
       "        [5.88392618e-02],\n",
       "        [5.08157261e-02],\n",
       "        [4.81412142e-02],\n",
       "        [4.01176785e-02],\n",
       "        [3.74431666e-02],\n",
       "        [3.47686547e-02],\n",
       "        [3.47686547e-02],\n",
       "        [1.87215833e-02],\n",
       "        [1.33725595e-02],\n",
       "        [1.33725595e-02],\n",
       "        [8.02353570e-03],\n",
       "        [8.02353570e-03],\n",
       "        [8.02353570e-03],\n",
       "        [8.02353570e-03],\n",
       "        [8.02353570e-03],\n",
       "        [8.02353570e-03],\n",
       "        [5.34902380e-03],\n",
       "        [5.34902380e-03],\n",
       "        [2.67451190e-03],\n",
       "        [2.67451190e-03],\n",
       "        [2.67451190e-03],\n",
       "        [2.67451190e-03],\n",
       "        [2.67451190e-03],\n",
       "        [2.67451190e-03],\n",
       "        [2.67451190e-03],\n",
       "        [2.67451190e-03],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [9.22283134e-01],\n",
       "        [3.54724282e-02],\n",
       "        [3.54724282e-02],\n",
       "        [1.77362141e-02],\n",
       "        [6.44953241e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10.        ],\n",
       "        [ 6.66666667],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 3.35302806],\n",
       "        [ 2.3929099 ],\n",
       "        [ 2.34859675],\n",
       "        [ 1.68389956],\n",
       "        [ 1.63958641],\n",
       "        [ 1.40324963],\n",
       "        [ 1.00443131],\n",
       "        [ 0.605613  ],\n",
       "        [ 0.5465288 ],\n",
       "        [ 0.53175775],\n",
       "        [ 0.32496307],\n",
       "        [ 0.16248154],\n",
       "        [ 0.0295421 ],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 8.97959184],\n",
       "        [ 8.46938776],\n",
       "        [ 1.63265306],\n",
       "        [ 0.20408163],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [2.50409932e+00],\n",
       "        [1.52026236e+00],\n",
       "        [1.33286484e+00],\n",
       "        [1.02834387e+00],\n",
       "        [7.00398220e-01],\n",
       "        [5.13000703e-01],\n",
       "        [5.13000703e-01],\n",
       "        [3.72452565e-01],\n",
       "        [3.53712813e-01],\n",
       "        [2.60014055e-01],\n",
       "        [1.85055048e-01],\n",
       "        [1.78027641e-01],\n",
       "        [1.05411103e-01],\n",
       "        [7.26165378e-02],\n",
       "        [4.45069103e-02],\n",
       "        [3.27945655e-02],\n",
       "        [2.10822207e-02],\n",
       "        [4.68493792e-03],\n",
       "        [4.68493792e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 5.40084388],\n",
       "        [ 2.60759494],\n",
       "        [ 0.38818565],\n",
       "        [ 0.02869198],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [5.59006211e-01],\n",
       "        [2.48447205e-03],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 0.47619048],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [5.26334394e+00],\n",
       "        [4.94521032e+00],\n",
       "        [6.89289502e-01],\n",
       "        [5.58501237e-01],\n",
       "        [5.37292329e-01],\n",
       "        [5.05478968e-01],\n",
       "        [3.49946978e-01],\n",
       "        [2.93389890e-01],\n",
       "        [6.00919053e-02],\n",
       "        [3.18133616e-02],\n",
       "        [3.18133616e-02],\n",
       "        [1.41392718e-02],\n",
       "        [3.53481796e-03],\n",
       "        [3.53481796e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10.        ],\n",
       "        [ 1.86170213],\n",
       "        [ 0.58510638],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 2.67563528],\n",
       "        [ 0.92675635],\n",
       "        [ 0.37369208],\n",
       "        [ 0.1793722 ],\n",
       "        [ 0.13452915],\n",
       "        [ 0.0896861 ],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 4.77272727],\n",
       "        [ 2.72727273],\n",
       "        [ 1.25      ],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 4.10480349],\n",
       "        [ 3.64628821],\n",
       "        [ 2.40174672],\n",
       "        [ 2.00873362],\n",
       "        [ 1.8558952 ],\n",
       "        [ 1.15720524],\n",
       "        [ 0.56768559],\n",
       "        [ 0.43668122],\n",
       "        [ 0.41484716],\n",
       "        [ 0.24017467],\n",
       "        [ 0.24017467],\n",
       "        [ 0.21834061],\n",
       "        [ 0.21834061],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 7.22222222],\n",
       "        [ 7.22222222],\n",
       "        [ 4.96527778],\n",
       "        [ 3.40277778],\n",
       "        [ 2.89930556],\n",
       "        [ 2.41319444],\n",
       "        [ 1.84027778],\n",
       "        [ 1.66666667],\n",
       "        [ 1.51041667],\n",
       "        [ 1.35416667],\n",
       "        [ 1.33680556],\n",
       "        [ 1.14583333],\n",
       "        [ 1.11111111],\n",
       "        [ 0.53819444],\n",
       "        [ 0.46875   ],\n",
       "        [ 0.06944444],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 6.52173913],\n",
       "        [ 4.7826087 ],\n",
       "        [ 1.73913043],\n",
       "        [ 1.54589372],\n",
       "        [ 1.20772947],\n",
       "        [ 0.9178744 ],\n",
       "        [ 0.48309179],\n",
       "        [ 0.24154589],\n",
       "        [ 0.19323671],\n",
       "        [ 0.09661836],\n",
       "        [ 0.04830918],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 1.33200795],\n",
       "        [ 1.09343936],\n",
       "        [ 0.45725646],\n",
       "        [ 0.        ]]),\n",
       " array([[1.00000000e+01],\n",
       "        [2.13348031e+00],\n",
       "        [1.29171260e+00],\n",
       "        [7.80639343e-01],\n",
       "        [7.80639343e-01],\n",
       "        [7.00470989e-01],\n",
       "        [6.90449945e-01],\n",
       "        [6.00260547e-01],\n",
       "        [4.09860707e-01],\n",
       "        [3.69776531e-01],\n",
       "        [3.29692354e-01],\n",
       "        [2.69566089e-01],\n",
       "        [4.20883856e-02],\n",
       "        [4.00841768e-02],\n",
       "        [3.40715503e-02],\n",
       "        [3.20673414e-02],\n",
       "        [1.90399840e-02],\n",
       "        [1.80378795e-02],\n",
       "        [1.20252530e-02],\n",
       "        [1.00210442e-02],\n",
       "        [7.01473093e-03],\n",
       "        [5.01052210e-03],\n",
       "        [4.00841768e-03],\n",
       "        [3.00631326e-03],\n",
       "        [3.00631326e-03],\n",
       "        [1.00210442e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 9.17379758],\n",
       "        [ 0.97078784],\n",
       "        [ 0.3599882 ],\n",
       "        [ 0.34228386],\n",
       "        [ 0.24786073],\n",
       "        [ 0.24195928],\n",
       "        [ 0.02655651],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [5.05813953e+00],\n",
       "        [6.13695090e-01],\n",
       "        [1.00129199e-01],\n",
       "        [4.19896641e-02],\n",
       "        [6.45994832e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10.        ],\n",
       "        [ 8.40277778],\n",
       "        [ 6.875     ],\n",
       "        [ 5.86805556],\n",
       "        [ 1.11111111],\n",
       "        [ 0.39583333],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 4.62365591],\n",
       "        [ 4.08602151],\n",
       "        [ 0.96774194],\n",
       "        [ 0.96774194],\n",
       "        [ 0.53763441],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[10.        ],\n",
       "        [ 4.04255319],\n",
       "        [ 2.12765957],\n",
       "        [ 0.85106383],\n",
       "        [ 0.63829787],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 0.08587786],\n",
       "        [ 0.05725191],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 6.43564356],\n",
       "        [ 0.1980198 ],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 2.84153005],\n",
       "        [ 1.63934426],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [1.74806332e+00],\n",
       "        [9.39710340e-01],\n",
       "        [8.72347592e-01],\n",
       "        [7.71303469e-01],\n",
       "        [6.70259347e-01],\n",
       "        [4.61434827e-01],\n",
       "        [4.51330414e-01],\n",
       "        [3.60390704e-01],\n",
       "        [3.30077467e-01],\n",
       "        [2.32401482e-01],\n",
       "        [2.08824520e-01],\n",
       "        [1.95351970e-01],\n",
       "        [1.75143146e-01],\n",
       "        [1.75143146e-01],\n",
       "        [1.75143146e-01],\n",
       "        [1.51566184e-01],\n",
       "        [1.41461772e-01],\n",
       "        [1.21252947e-01],\n",
       "        [1.04412260e-01],\n",
       "        [9.76759852e-02],\n",
       "        [7.40990232e-02],\n",
       "        [7.40990232e-02],\n",
       "        [6.73627484e-02],\n",
       "        [6.73627484e-02],\n",
       "        [6.39946110e-02],\n",
       "        [6.39946110e-02],\n",
       "        [6.06264736e-02],\n",
       "        [5.72583361e-02],\n",
       "        [5.38901987e-02],\n",
       "        [5.05220613e-02],\n",
       "        [4.71539239e-02],\n",
       "        [3.70495116e-02],\n",
       "        [3.70495116e-02],\n",
       "        [3.36813742e-02],\n",
       "        [3.03132368e-02],\n",
       "        [2.69450994e-02],\n",
       "        [1.68406871e-02],\n",
       "        [1.34725497e-02],\n",
       "        [1.34725497e-02],\n",
       "        [1.01044123e-02],\n",
       "        [6.73627484e-03],\n",
       "        [6.73627484e-03],\n",
       "        [6.73627484e-03],\n",
       "        [3.36813742e-03],\n",
       "        [3.36813742e-03],\n",
       "        [3.36813742e-03],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [7.26348710e+00],\n",
       "        [6.40344019e+00],\n",
       "        [2.41594996e+00],\n",
       "        [1.25097733e+00],\n",
       "        [1.11806099e+00],\n",
       "        [1.09460516e+00],\n",
       "        [1.02423769e+00],\n",
       "        [9.46051603e-01],\n",
       "        [9.14777170e-01],\n",
       "        [8.60046912e-01],\n",
       "        [8.60046912e-01],\n",
       "        [7.19311962e-01],\n",
       "        [5.16028147e-01],\n",
       "        [4.69116497e-01],\n",
       "        [4.53479281e-01],\n",
       "        [3.20562940e-01],\n",
       "        [2.73651290e-01],\n",
       "        [2.26739640e-01],\n",
       "        [1.95465207e-01],\n",
       "        [1.56372166e-01],\n",
       "        [1.56372166e-01],\n",
       "        [1.17279124e-01],\n",
       "        [1.01641908e-01],\n",
       "        [8.60046912e-02],\n",
       "        [7.81860829e-02],\n",
       "        [7.03674746e-02],\n",
       "        [7.03674746e-02],\n",
       "        [6.25488663e-02],\n",
       "        [6.25488663e-02],\n",
       "        [4.69116497e-02],\n",
       "        [3.90930414e-02],\n",
       "        [3.90930414e-02],\n",
       "        [3.90930414e-02],\n",
       "        [3.90930414e-02],\n",
       "        [3.90930414e-02],\n",
       "        [3.12744332e-02],\n",
       "        [3.12744332e-02],\n",
       "        [3.12744332e-02],\n",
       "        [3.12744332e-02],\n",
       "        [2.34558249e-02],\n",
       "        [2.34558249e-02],\n",
       "        [2.34558249e-02],\n",
       "        [2.34558249e-02],\n",
       "        [1.56372166e-02],\n",
       "        [7.81860829e-03],\n",
       "        [7.81860829e-03],\n",
       "        [7.81860829e-03],\n",
       "        [7.81860829e-03],\n",
       "        [7.81860829e-03],\n",
       "        [7.81860829e-03],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 0.74451411],\n",
       "        [ 0.44670846],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [6.08141246e-01],\n",
       "        [4.80627759e-01],\n",
       "        [3.97253556e-01],\n",
       "        [2.50122609e-01],\n",
       "        [1.42226582e-01],\n",
       "        [1.07896027e-01],\n",
       "        [8.33742030e-02],\n",
       "        [4.90436488e-03],\n",
       "        [4.90436488e-03],\n",
       "        [4.90436488e-03],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 8.7633502 ],\n",
       "        [ 3.92917369],\n",
       "        [ 2.29904441],\n",
       "        [ 1.73693086],\n",
       "        [ 1.51208544],\n",
       "        [ 0.62956717],\n",
       "        [ 0.50028106],\n",
       "        [ 0.17987634],\n",
       "        [ 0.02810568],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [5.28728212e+00],\n",
       "        [4.96449322e+00],\n",
       "        [3.35054874e+00],\n",
       "        [2.70497095e+00],\n",
       "        [2.64041317e+00],\n",
       "        [2.51129761e+00],\n",
       "        [2.38218205e+00],\n",
       "        [2.31762427e+00],\n",
       "        [2.18850872e+00],\n",
       "        [1.93027760e+00],\n",
       "        [1.86571982e+00],\n",
       "        [1.60748870e+00],\n",
       "        [1.54293092e+00],\n",
       "        [1.34925759e+00],\n",
       "        [1.28469981e+00],\n",
       "        [1.23950936e+00],\n",
       "        [1.22659781e+00],\n",
       "        [9.94189800e-01],\n",
       "        [9.42543577e-01],\n",
       "        [8.71530019e-01],\n",
       "        [8.32795352e-01],\n",
       "        [7.94060684e-01],\n",
       "        [6.77856682e-01],\n",
       "        [5.93931569e-01],\n",
       "        [5.81020013e-01],\n",
       "        [5.42285345e-01],\n",
       "        [5.29373790e-01],\n",
       "        [5.03550678e-01],\n",
       "        [5.03550678e-01],\n",
       "        [4.26081343e-01],\n",
       "        [3.74435119e-01],\n",
       "        [3.67979342e-01],\n",
       "        [3.35700452e-01],\n",
       "        [3.29244674e-01],\n",
       "        [3.29244674e-01],\n",
       "        [3.09877340e-01],\n",
       "        [2.58231117e-01],\n",
       "        [2.38863783e-01],\n",
       "        [2.19496449e-01],\n",
       "        [1.80761782e-01],\n",
       "        [1.67850226e-01],\n",
       "        [1.61394448e-01],\n",
       "        [1.54938670e-01],\n",
       "        [1.48482892e-01],\n",
       "        [1.29115558e-01],\n",
       "        [1.29115558e-01],\n",
       "        [1.16204003e-01],\n",
       "        [1.16204003e-01],\n",
       "        [1.03292447e-01],\n",
       "        [9.68366688e-02],\n",
       "        [9.68366688e-02],\n",
       "        [9.03808909e-02],\n",
       "        [8.39251130e-02],\n",
       "        [6.45577792e-02],\n",
       "        [5.81020013e-02],\n",
       "        [5.81020013e-02],\n",
       "        [5.16462234e-02],\n",
       "        [4.51904454e-02],\n",
       "        [3.87346675e-02],\n",
       "        [3.87346675e-02],\n",
       "        [3.87346675e-02],\n",
       "        [2.58231117e-02],\n",
       "        [2.58231117e-02],\n",
       "        [2.58231117e-02],\n",
       "        [1.93673338e-02],\n",
       "        [1.93673338e-02],\n",
       "        [1.93673338e-02],\n",
       "        [1.29115558e-02],\n",
       "        [1.29115558e-02],\n",
       "        [1.29115558e-02],\n",
       "        [1.29115558e-02],\n",
       "        [1.29115558e-02],\n",
       "        [6.45577792e-03],\n",
       "        [6.45577792e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [8.05876180e+00],\n",
       "        [5.22560336e+00],\n",
       "        [3.38929696e+00],\n",
       "        [3.33683106e+00],\n",
       "        [6.50577125e-01],\n",
       "        [4.87932844e-01],\n",
       "        [1.62644281e-01],\n",
       "        [1.15424974e-01],\n",
       "        [5.24658972e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10.        ],\n",
       "        [ 1.83504013],\n",
       "        [ 0.6033767 ],\n",
       "        [ 0.10517575],\n",
       "        [ 0.        ]]),\n",
       " array([[1.00000000e+01],\n",
       "        [1.40815943e+00],\n",
       "        [5.62135740e-01],\n",
       "        [3.17728896e-01],\n",
       "        [3.17728896e-01],\n",
       "        [2.70727580e-01],\n",
       "        [2.42526791e-01],\n",
       "        [2.23726264e-01],\n",
       "        [1.77664975e-01],\n",
       "        [1.74844896e-01],\n",
       "        [1.45704080e-01],\n",
       "        [1.35363790e-01],\n",
       "        [9.58826847e-02],\n",
       "        [9.11825531e-02],\n",
       "        [8.17822899e-02],\n",
       "        [6.67418688e-02],\n",
       "        [5.26414740e-02],\n",
       "        [5.07614213e-02],\n",
       "        [4.70013160e-02],\n",
       "        [4.32412108e-02],\n",
       "        [3.66610265e-02],\n",
       "        [3.00808423e-02],\n",
       "        [2.91408159e-02],\n",
       "        [2.63207370e-02],\n",
       "        [1.59804475e-02],\n",
       "        [1.31603685e-02],\n",
       "        [7.52021057e-03],\n",
       "        [7.52021057e-03],\n",
       "        [6.58018425e-03],\n",
       "        [2.82007896e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 5.37671233],\n",
       "        [ 0.        ]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[10.        ],\n",
       "        [ 2.92389853],\n",
       "        [ 1.02803738],\n",
       "        [ 0.36048064],\n",
       "        [ 0.10680908],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 0.80592105],\n",
       "        [ 0.16447368],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 8.49315068],\n",
       "        [ 3.83561644],\n",
       "        [ 2.73972603],\n",
       "        [ 2.73972603],\n",
       "        [ 2.46575342],\n",
       "        [ 2.19178082],\n",
       "        [ 1.91780822],\n",
       "        [ 0.54794521],\n",
       "        [ 0.1369863 ],\n",
       "        [ 0.1369863 ],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ]]),\n",
       " array([[0.],\n",
       "        [0.]]),\n",
       " array([[10.        ],\n",
       "        [ 2.17877095],\n",
       "        [ 0.33519553],\n",
       "        [ 0.1396648 ],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 6.35535308],\n",
       "        [ 3.59908884],\n",
       "        [ 3.37129841],\n",
       "        [ 2.71070615],\n",
       "        [ 0.43280182],\n",
       "        [ 0.04555809],\n",
       "        [ 0.02277904],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [1.78507420e-01],\n",
       "        [8.74614668e-02],\n",
       "        [7.52742132e-02],\n",
       "        [5.80686788e-02],\n",
       "        [4.44476307e-02],\n",
       "        [4.22969388e-02],\n",
       "        [4.08631443e-02],\n",
       "        [3.79955552e-02],\n",
       "        [3.79955552e-02],\n",
       "        [2.79589935e-02],\n",
       "        [1.50548426e-02],\n",
       "        [1.21872536e-02],\n",
       "        [1.21872536e-02],\n",
       "        [1.00365618e-02],\n",
       "        [3.58448634e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [8.10348056e-01],\n",
       "        [2.56561171e-01],\n",
       "        [8.53420370e-02],\n",
       "        [4.33398432e-02],\n",
       "        [4.06645443e-02],\n",
       "        [3.85243051e-02],\n",
       "        [3.15685278e-02],\n",
       "        [3.10334680e-02],\n",
       "        [2.88932288e-02],\n",
       "        [2.48802804e-02],\n",
       "        [2.43452206e-02],\n",
       "        [2.30075711e-02],\n",
       "        [2.03322721e-02],\n",
       "        [1.81920330e-02],\n",
       "        [1.55167340e-02],\n",
       "        [1.55167340e-02],\n",
       "        [1.49816742e-02],\n",
       "        [1.39115546e-02],\n",
       "        [1.39115546e-02],\n",
       "        [1.39115546e-02],\n",
       "        [1.31089649e-02],\n",
       "        [1.28414350e-02],\n",
       "        [1.23063752e-02],\n",
       "        [1.20388453e-02],\n",
       "        [1.20388453e-02],\n",
       "        [1.12362557e-02],\n",
       "        [1.09687258e-02],\n",
       "        [1.07011959e-02],\n",
       "        [9.89860617e-03],\n",
       "        [9.63107627e-03],\n",
       "        [9.36354638e-03],\n",
       "        [9.09601648e-03],\n",
       "        [8.82848658e-03],\n",
       "        [7.22330720e-03],\n",
       "        [6.95577731e-03],\n",
       "        [6.95577731e-03],\n",
       "        [6.68824741e-03],\n",
       "        [6.42071752e-03],\n",
       "        [6.42071752e-03],\n",
       "        [6.42071752e-03],\n",
       "        [6.42071752e-03],\n",
       "        [6.15318762e-03],\n",
       "        [6.15318762e-03],\n",
       "        [6.15318762e-03],\n",
       "        [6.15318762e-03],\n",
       "        [6.15318762e-03],\n",
       "        [5.61812783e-03],\n",
       "        [5.61812783e-03],\n",
       "        [5.35059793e-03],\n",
       "        [5.08306803e-03],\n",
       "        [4.81553814e-03],\n",
       "        [4.81553814e-03],\n",
       "        [4.81553814e-03],\n",
       "        [4.54800824e-03],\n",
       "        [4.54800824e-03],\n",
       "        [4.54800824e-03],\n",
       "        [4.54800824e-03],\n",
       "        [4.54800824e-03],\n",
       "        [4.28047834e-03],\n",
       "        [4.28047834e-03],\n",
       "        [4.28047834e-03],\n",
       "        [4.28047834e-03],\n",
       "        [4.28047834e-03],\n",
       "        [4.01294845e-03],\n",
       "        [4.01294845e-03],\n",
       "        [3.74541855e-03],\n",
       "        [3.74541855e-03],\n",
       "        [3.74541855e-03],\n",
       "        [3.74541855e-03],\n",
       "        [3.74541855e-03],\n",
       "        [3.74541855e-03],\n",
       "        [3.47788865e-03],\n",
       "        [3.47788865e-03],\n",
       "        [3.47788865e-03],\n",
       "        [3.47788865e-03],\n",
       "        [3.47788865e-03],\n",
       "        [3.21035876e-03],\n",
       "        [3.21035876e-03],\n",
       "        [2.94282886e-03],\n",
       "        [2.94282886e-03],\n",
       "        [2.94282886e-03],\n",
       "        [2.94282886e-03],\n",
       "        [2.94282886e-03],\n",
       "        [2.67529896e-03],\n",
       "        [2.67529896e-03],\n",
       "        [2.40776907e-03],\n",
       "        [2.14023917e-03],\n",
       "        [1.60517938e-03],\n",
       "        [1.60517938e-03],\n",
       "        [1.33764948e-03],\n",
       "        [1.33764948e-03],\n",
       "        [1.33764948e-03],\n",
       "        [1.33764948e-03],\n",
       "        [1.33764948e-03],\n",
       "        [1.07011959e-03],\n",
       "        [1.07011959e-03],\n",
       "        [8.02589689e-04],\n",
       "        [8.02589689e-04],\n",
       "        [5.35059793e-04],\n",
       "        [5.35059793e-04],\n",
       "        [5.35059793e-04],\n",
       "        [5.35059793e-04],\n",
       "        [2.67529896e-04],\n",
       "        [2.67529896e-04],\n",
       "        [2.67529896e-04],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [4.56836287e-01],\n",
       "        [4.40578768e-01],\n",
       "        [3.10518615e-01],\n",
       "        [2.06470493e-01],\n",
       "        [1.41440416e-01],\n",
       "        [8.61648512e-02],\n",
       "        [2.11347748e-02],\n",
       "        [8.12875955e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 2.86515593],\n",
       "        [ 2.79784608],\n",
       "        [ 1.40677586],\n",
       "        [ 1.27215616],\n",
       "        [ 1.18240969],\n",
       "        [ 0.93560691],\n",
       "        [ 0.82342383],\n",
       "        [ 0.37693516],\n",
       "        [ 0.37020417],\n",
       "        [ 0.32308728],\n",
       "        [ 0.15481265],\n",
       "        [ 0.08974647],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 2.88793103],\n",
       "        [ 0.04310345],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [6.96969697e+00],\n",
       "        [2.10711769e+00],\n",
       "        [1.96617336e+00],\n",
       "        [1.54334038e+00],\n",
       "        [1.08527132e+00],\n",
       "        [1.03594080e+00],\n",
       "        [9.72515856e-01],\n",
       "        [9.30232558e-01],\n",
       "        [7.82241015e-01],\n",
       "        [7.39957717e-01],\n",
       "        [7.04721635e-01],\n",
       "        [6.90627202e-01],\n",
       "        [6.76532770e-01],\n",
       "        [5.84918957e-01],\n",
       "        [5.35588443e-01],\n",
       "        [5.21494010e-01],\n",
       "        [4.79210712e-01],\n",
       "        [4.36927414e-01],\n",
       "        [4.15785765e-01],\n",
       "        [4.08738548e-01],\n",
       "        [4.01691332e-01],\n",
       "        [3.80549683e-01],\n",
       "        [3.45313601e-01],\n",
       "        [3.38266385e-01],\n",
       "        [3.31219168e-01],\n",
       "        [2.88935870e-01],\n",
       "        [2.74841438e-01],\n",
       "        [2.60747005e-01],\n",
       "        [2.39605356e-01],\n",
       "        [2.25510923e-01],\n",
       "        [2.25510923e-01],\n",
       "        [2.11416490e-01],\n",
       "        [2.04369274e-01],\n",
       "        [1.97322058e-01],\n",
       "        [1.97322058e-01],\n",
       "        [1.90274841e-01],\n",
       "        [1.90274841e-01],\n",
       "        [1.90274841e-01],\n",
       "        [1.83227625e-01],\n",
       "        [1.69133192e-01],\n",
       "        [1.55038760e-01],\n",
       "        [1.47991543e-01],\n",
       "        [1.33897111e-01],\n",
       "        [1.26849894e-01],\n",
       "        [1.26849894e-01],\n",
       "        [1.26849894e-01],\n",
       "        [1.19802678e-01],\n",
       "        [1.19802678e-01],\n",
       "        [1.12755462e-01],\n",
       "        [1.12755462e-01],\n",
       "        [1.05708245e-01],\n",
       "        [9.86610289e-02],\n",
       "        [9.86610289e-02],\n",
       "        [9.16138125e-02],\n",
       "        [9.16138125e-02],\n",
       "        [9.16138125e-02],\n",
       "        [8.45665962e-02],\n",
       "        [8.45665962e-02],\n",
       "        [8.45665962e-02],\n",
       "        [8.45665962e-02],\n",
       "        [7.75193798e-02],\n",
       "        [7.75193798e-02],\n",
       "        [7.04721635e-02],\n",
       "        [6.34249471e-02],\n",
       "        [6.34249471e-02],\n",
       "        [6.34249471e-02],\n",
       "        [5.63777308e-02],\n",
       "        [5.63777308e-02],\n",
       "        [5.63777308e-02],\n",
       "        [4.93305144e-02],\n",
       "        [4.93305144e-02],\n",
       "        [4.93305144e-02],\n",
       "        [4.93305144e-02],\n",
       "        [4.93305144e-02],\n",
       "        [4.22832981e-02],\n",
       "        [4.22832981e-02],\n",
       "        [4.22832981e-02],\n",
       "        [4.22832981e-02],\n",
       "        [3.52360817e-02],\n",
       "        [3.52360817e-02],\n",
       "        [3.52360817e-02],\n",
       "        [3.52360817e-02],\n",
       "        [3.52360817e-02],\n",
       "        [3.52360817e-02],\n",
       "        [2.81888654e-02],\n",
       "        [2.81888654e-02],\n",
       "        [2.11416490e-02],\n",
       "        [2.11416490e-02],\n",
       "        [2.11416490e-02],\n",
       "        [2.11416490e-02],\n",
       "        [2.11416490e-02],\n",
       "        [2.11416490e-02],\n",
       "        [2.11416490e-02],\n",
       "        [1.40944327e-02],\n",
       "        [1.40944327e-02],\n",
       "        [1.40944327e-02],\n",
       "        [1.40944327e-02],\n",
       "        [1.40944327e-02],\n",
       "        [1.40944327e-02],\n",
       "        [1.40944327e-02],\n",
       "        [1.40944327e-02],\n",
       "        [1.40944327e-02],\n",
       "        [7.04721635e-03],\n",
       "        [7.04721635e-03],\n",
       "        [7.04721635e-03],\n",
       "        [7.04721635e-03],\n",
       "        [7.04721635e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [8.78827936e+00],\n",
       "        [6.45296321e+00],\n",
       "        [3.03811412e+00],\n",
       "        [2.98303591e+00],\n",
       "        [2.93897334e+00],\n",
       "        [2.67459793e+00],\n",
       "        [2.41022252e+00],\n",
       "        [1.16545495e+00],\n",
       "        [9.23110817e-01],\n",
       "        [4.71469487e-01],\n",
       "        [4.60453844e-01],\n",
       "        [4.27406918e-01],\n",
       "        [4.16391276e-01],\n",
       "        [2.95219211e-01],\n",
       "        [1.77351840e-01],\n",
       "        [1.60828376e-01],\n",
       "        [1.35492399e-01],\n",
       "        [1.07953294e-01],\n",
       "        [3.30469266e-03],\n",
       "        [1.10156422e-03],\n",
       "        [1.10156422e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 1.875     ],\n",
       "        [ 0.20833333],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 1.52952565],\n",
       "        [ 0.02420136],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 0.49393414],\n",
       "        [ 0.2281918 ],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [4.27121102e+00],\n",
       "        [2.63959391e+00],\n",
       "        [2.31327049e+00],\n",
       "        [1.80565627e+00],\n",
       "        [1.62436548e+00],\n",
       "        [1.55184917e+00],\n",
       "        [1.51559101e+00],\n",
       "        [1.51559101e+00],\n",
       "        [1.26178390e+00],\n",
       "        [1.08049311e+00],\n",
       "        [9.71718637e-01],\n",
       "        [9.71718637e-01],\n",
       "        [9.35460479e-01],\n",
       "        [7.90427846e-01],\n",
       "        [7.54169688e-01],\n",
       "        [6.81653372e-01],\n",
       "        [6.74401740e-01],\n",
       "        [6.38143582e-01],\n",
       "        [5.58375635e-01],\n",
       "        [4.64104423e-01],\n",
       "        [4.60478608e-01],\n",
       "        [4.09717186e-01],\n",
       "        [4.06091371e-01],\n",
       "        [3.84336476e-01],\n",
       "        [3.40826686e-01],\n",
       "        [2.71936186e-01],\n",
       "        [2.64684554e-01],\n",
       "        [1.55910080e-01],\n",
       "        [1.45032632e-01],\n",
       "        [1.45032632e-01],\n",
       "        [1.01522843e-01],\n",
       "        [9.78970268e-02],\n",
       "        [9.06453952e-02],\n",
       "        [7.25163162e-02],\n",
       "        [5.07614213e-02],\n",
       "        [4.71356055e-02],\n",
       "        [4.71356055e-02],\n",
       "        [4.35097897e-02],\n",
       "        [4.35097897e-02],\n",
       "        [3.98839739e-02],\n",
       "        [3.98839739e-02],\n",
       "        [3.26323423e-02],\n",
       "        [2.90065265e-02],\n",
       "        [2.90065265e-02],\n",
       "        [2.53807107e-02],\n",
       "        [2.17548949e-02],\n",
       "        [1.81290790e-02],\n",
       "        [1.45032632e-02],\n",
       "        [1.08774474e-02],\n",
       "        [7.25163162e-03],\n",
       "        [7.25163162e-03],\n",
       "        [3.62581581e-03],\n",
       "        [3.62581581e-03],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10.        ],\n",
       "        [ 2.07365893],\n",
       "        [ 0.85268215],\n",
       "        [ 0.39231385],\n",
       "        [ 0.1501201 ],\n",
       "        [ 0.04203363],\n",
       "        [ 0.03803042],\n",
       "        [ 0.02602082],\n",
       "        [ 0.02602082],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[10.        ],\n",
       "        [ 9.00571187],\n",
       "        [ 6.93251534],\n",
       "        [ 5.57859107],\n",
       "        [ 4.41506241],\n",
       "        [ 3.67463508],\n",
       "        [ 1.19949228],\n",
       "        [ 0.79754601],\n",
       "        [ 0.71292575],\n",
       "        [ 0.39136873],\n",
       "        [ 0.20308864],\n",
       "        [ 0.13327692],\n",
       "        [ 0.1269304 ],\n",
       "        [ 0.10577533],\n",
       "        [ 0.08673577],\n",
       "        [ 0.        ]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [2.18877136e+00],\n",
       "        [1.53783564e+00],\n",
       "        [1.02251153e+00],\n",
       "        [8.86899919e-01],\n",
       "        [6.97043667e-01],\n",
       "        [5.88554380e-01],\n",
       "        [5.88554380e-01],\n",
       "        [4.58367236e-01],\n",
       "        [2.54949824e-01],\n",
       "        [1.30187144e-01],\n",
       "        [1.19338215e-01],\n",
       "        [8.13669650e-02],\n",
       "        [7.32302685e-02],\n",
       "        [6.78058042e-02],\n",
       "        [5.15324112e-02],\n",
       "        [4.61079468e-02],\n",
       "        [4.33957147e-02],\n",
       "        [3.52590182e-02],\n",
       "        [2.98345538e-02],\n",
       "        [2.16978573e-02],\n",
       "        [1.62733930e-02],\n",
       "        [1.35611608e-02],\n",
       "        [1.35611608e-02],\n",
       "        [1.08489287e-02],\n",
       "        [5.42446433e-03],\n",
       "        [5.42446433e-03],\n",
       "        [5.42446433e-03],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[1.0000000e+01],\n",
       "        [2.5846472e-03],\n",
       "        [0.0000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 0.64288118],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [9.54163484e+00],\n",
       "        [9.54163484e+00],\n",
       "        [9.38884645e+00],\n",
       "        [7.32620321e+00],\n",
       "        [5.95110772e+00],\n",
       "        [5.72192513e+00],\n",
       "        [5.64553094e+00],\n",
       "        [5.33995416e+00],\n",
       "        [3.96485867e+00],\n",
       "        [3.12452254e+00],\n",
       "        [2.97173415e+00],\n",
       "        [2.97173415e+00],\n",
       "        [2.89533995e+00],\n",
       "        [2.74255157e+00],\n",
       "        [2.58976318e+00],\n",
       "        [2.43697479e+00],\n",
       "        [2.36058060e+00],\n",
       "        [2.36058060e+00],\n",
       "        [2.28418640e+00],\n",
       "        [2.20779221e+00],\n",
       "        [2.13139801e+00],\n",
       "        [2.13139801e+00],\n",
       "        [2.05500382e+00],\n",
       "        [1.90221543e+00],\n",
       "        [1.82582124e+00],\n",
       "        [1.82582124e+00],\n",
       "        [1.74942704e+00],\n",
       "        [1.67303285e+00],\n",
       "        [1.59663866e+00],\n",
       "        [1.50496562e+00],\n",
       "        [1.50496562e+00],\n",
       "        [1.22994652e+00],\n",
       "        [1.18411001e+00],\n",
       "        [1.16119175e+00],\n",
       "        [1.13827349e+00],\n",
       "        [1.13827349e+00],\n",
       "        [1.06951872e+00],\n",
       "        [1.05423988e+00],\n",
       "        [1.00076394e+00],\n",
       "        [9.77845684e-01],\n",
       "        [9.54927426e-01],\n",
       "        [9.32009167e-01],\n",
       "        [8.47975554e-01],\n",
       "        [7.86860199e-01],\n",
       "        [7.56302521e-01],\n",
       "        [7.33384263e-01],\n",
       "        [7.10466005e-01],\n",
       "        [6.79908327e-01],\n",
       "        [6.49350649e-01],\n",
       "        [6.34071811e-01],\n",
       "        [5.95874714e-01],\n",
       "        [5.72956455e-01],\n",
       "        [5.57677617e-01],\n",
       "        [5.50038197e-01],\n",
       "        [5.34759358e-01],\n",
       "        [4.20168067e-01],\n",
       "        [3.97249809e-01],\n",
       "        [3.89610390e-01],\n",
       "        [3.81970970e-01],\n",
       "        [3.66692131e-01],\n",
       "        [3.66692131e-01],\n",
       "        [3.43773873e-01],\n",
       "        [3.43773873e-01],\n",
       "        [3.28495034e-01],\n",
       "        [2.90297937e-01],\n",
       "        [2.75019099e-01],\n",
       "        [2.59740260e-01],\n",
       "        [2.44461421e-01],\n",
       "        [2.44461421e-01],\n",
       "        [2.29182582e-01],\n",
       "        [2.21543163e-01],\n",
       "        [1.75706646e-01],\n",
       "        [1.60427807e-01],\n",
       "        [1.60427807e-01],\n",
       "        [1.52788388e-01],\n",
       "        [1.29870130e-01],\n",
       "        [1.22230710e-01],\n",
       "        [1.06951872e-01],\n",
       "        [9.93124523e-02],\n",
       "        [9.93124523e-02],\n",
       "        [9.93124523e-02],\n",
       "        [9.16730328e-02],\n",
       "        [9.16730328e-02],\n",
       "        [8.40336134e-02],\n",
       "        [8.40336134e-02],\n",
       "        [6.87547746e-02],\n",
       "        [6.87547746e-02],\n",
       "        [6.11153552e-02],\n",
       "        [5.34759358e-02],\n",
       "        [3.81970970e-02],\n",
       "        [3.05576776e-02],\n",
       "        [2.29182582e-02],\n",
       "        [2.29182582e-02],\n",
       "        [2.29182582e-02],\n",
       "        [7.63941940e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10.        ],\n",
       "        [ 7.44408946],\n",
       "        [ 6.69861555],\n",
       "        [ 1.92758253],\n",
       "        [ 0.        ]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 0.22573363],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 1.29074316],\n",
       "        [ 0.84745763],\n",
       "        [ 0.20860495],\n",
       "        [ 0.16949153],\n",
       "        [ 0.        ]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[10.        ],\n",
       "        [ 0.02695902],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 7.9301423 ],\n",
       "        [ 3.01423027],\n",
       "        [ 2.5614489 ],\n",
       "        [ 2.30271669],\n",
       "        [ 1.52652005],\n",
       "        [ 1.39715395],\n",
       "        [ 1.15782665],\n",
       "        [ 1.0996119 ],\n",
       "        [ 1.08020699],\n",
       "        [ 0.4851229 ],\n",
       "        [ 0.3622251 ],\n",
       "        [ 0.27813713],\n",
       "        [ 0.1164295 ],\n",
       "        [ 0.03880983],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 6.36258661],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [7.89664683e-01],\n",
       "        [4.77572942e-01],\n",
       "        [4.70314995e-01],\n",
       "        [4.12251415e-01],\n",
       "        [1.72739149e-01],\n",
       "        [1.65481202e-01],\n",
       "        [1.34997823e-01],\n",
       "        [6.89505008e-02],\n",
       "        [2.68544056e-02],\n",
       "        [5.08056322e-03],\n",
       "        [2.17738424e-03],\n",
       "        [7.25794745e-04],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[10.        ],\n",
       "        [ 0.69337442],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 0.88164251],\n",
       "        [ 0.03321256],\n",
       "        [ 0.        ]]),\n",
       " array([[1.00000000e+01],\n",
       "        [7.35949928e+00],\n",
       "        [1.75902986e+00],\n",
       "        [6.11553006e-01],\n",
       "        [6.05033251e-01],\n",
       "        [2.79045508e-01],\n",
       "        [2.13847959e-01],\n",
       "        [1.55170166e-01],\n",
       "        [8.67127396e-02],\n",
       "        [5.80258182e-02],\n",
       "        [4.49863085e-02],\n",
       "        [3.71626027e-02],\n",
       "        [2.47750685e-02],\n",
       "        [1.36914852e-02],\n",
       "        [1.30395097e-02],\n",
       "        [1.23875342e-02],\n",
       "        [1.04316078e-02],\n",
       "        [8.47568131e-03],\n",
       "        [3.25987743e-03],\n",
       "        [3.25987743e-03],\n",
       "        [1.95592646e-03],\n",
       "        [6.51975486e-04],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [4.36594038e+00],\n",
       "        [1.54891057e+00],\n",
       "        [1.11131370e+00],\n",
       "        [7.01066642e-01],\n",
       "        [4.27568602e-01],\n",
       "        [3.63752393e-01],\n",
       "        [3.09052785e-01],\n",
       "        [2.90819582e-01],\n",
       "        [2.08770170e-01],\n",
       "        [1.50423922e-01],\n",
       "        [1.44042301e-01],\n",
       "        [1.21250798e-01],\n",
       "        [1.16692497e-01],\n",
       "        [1.09399216e-01],\n",
       "        [9.48126538e-02],\n",
       "        [7.74911113e-02],\n",
       "        [7.74911113e-02],\n",
       "        [6.92861701e-02],\n",
       "        [6.29045492e-02],\n",
       "        [6.19928891e-02],\n",
       "        [5.74345884e-02],\n",
       "        [5.28762877e-02],\n",
       "        [5.10529675e-02],\n",
       "        [4.83179871e-02],\n",
       "        [4.64946668e-02],\n",
       "        [4.10247060e-02],\n",
       "        [4.10247060e-02],\n",
       "        [3.73780655e-02],\n",
       "        [3.19081047e-02],\n",
       "        [3.09964445e-02],\n",
       "        [3.09964445e-02],\n",
       "        [2.82614641e-02],\n",
       "        [2.82614641e-02],\n",
       "        [2.64381439e-02],\n",
       "        [2.64381439e-02],\n",
       "        [2.55264837e-02],\n",
       "        [2.37031635e-02],\n",
       "        [2.37031635e-02],\n",
       "        [2.27915033e-02],\n",
       "        [2.09681831e-02],\n",
       "        [2.00565229e-02],\n",
       "        [2.00565229e-02],\n",
       "        [1.91448628e-02],\n",
       "        [1.36749020e-02],\n",
       "        [1.27632419e-02],\n",
       "        [1.27632419e-02],\n",
       "        [1.09399216e-02],\n",
       "        [1.09399216e-02],\n",
       "        [1.00282615e-02],\n",
       "        [9.11660133e-03],\n",
       "        [8.20494120e-03],\n",
       "        [8.20494120e-03],\n",
       "        [8.20494120e-03],\n",
       "        [7.29328106e-03],\n",
       "        [6.38162093e-03],\n",
       "        [6.38162093e-03],\n",
       "        [6.38162093e-03],\n",
       "        [5.46996080e-03],\n",
       "        [5.46996080e-03],\n",
       "        [4.55830067e-03],\n",
       "        [4.55830067e-03],\n",
       "        [4.55830067e-03],\n",
       "        [4.55830067e-03],\n",
       "        [3.64664053e-03],\n",
       "        [3.64664053e-03],\n",
       "        [3.64664053e-03],\n",
       "        [3.64664053e-03],\n",
       "        [2.73498040e-03],\n",
       "        [2.73498040e-03],\n",
       "        [2.73498040e-03],\n",
       "        [1.82332027e-03],\n",
       "        [1.82332027e-03],\n",
       "        [1.82332027e-03],\n",
       "        [1.82332027e-03],\n",
       "        [1.82332027e-03],\n",
       "        [1.82332027e-03],\n",
       "        [1.82332027e-03],\n",
       "        [9.11660133e-04],\n",
       "        [9.11660133e-04],\n",
       "        [9.11660133e-04],\n",
       "        [9.11660133e-04],\n",
       "        [9.11660133e-04],\n",
       "        [9.11660133e-04],\n",
       "        [9.11660133e-04],\n",
       "        [9.11660133e-04],\n",
       "        [9.11660133e-04],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [2.90843186e-01],\n",
       "        [1.87278847e-01],\n",
       "        [1.10468629e-01],\n",
       "        [9.66600501e-02],\n",
       "        [7.68102183e-02],\n",
       "        [3.62475188e-02],\n",
       "        [3.45214464e-02],\n",
       "        [3.36584103e-02],\n",
       "        [3.19323380e-02],\n",
       "        [1.81237594e-02],\n",
       "        [4.31518081e-03],\n",
       "        [4.31518081e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[1.00000000e+01],\n",
       "        [7.40581732e-02],\n",
       "        [6.54717184e-02],\n",
       "        [4.40055812e-02],\n",
       "        [4.03563379e-02],\n",
       "        [3.45604808e-02],\n",
       "        [1.82462166e-02],\n",
       "        [1.05184072e-02],\n",
       "        [6.01051841e-03],\n",
       "        [5.36653429e-03],\n",
       "        [3.21992058e-03],\n",
       "        [1.28796823e-03],\n",
       "        [8.58645487e-04],\n",
       "        [6.43984115e-04],\n",
       "        [6.43984115e-04],\n",
       "        [4.29322743e-04],\n",
       "        [2.14661372e-04],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10.        ],\n",
       "        [ 0.25628013],\n",
       "        [ 0.        ]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 2.17926186],\n",
       "        [ 1.70474517],\n",
       "        [ 1.37961336],\n",
       "        [ 1.28295255],\n",
       "        [ 1.22144112],\n",
       "        [ 0.96660808],\n",
       "        [ 0.82601054],\n",
       "        [ 0.43057996],\n",
       "        [ 0.40421793],\n",
       "        [ 0.03514938],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 2.74092616],\n",
       "        [ 2.10262829],\n",
       "        [ 2.077597  ],\n",
       "        [ 0.25031289],\n",
       "        [ 0.17521902],\n",
       "        [ 0.15018773],\n",
       "        [ 0.13767209],\n",
       "        [ 0.08760951],\n",
       "        [ 0.07509387],\n",
       "        [ 0.06257822],\n",
       "        [ 0.01251564],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 0.37888601],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [2.52400549e+00],\n",
       "        [1.42661180e+00],\n",
       "        [1.18655693e+00],\n",
       "        [4.25240055e-01],\n",
       "        [4.18381344e-01],\n",
       "        [2.19478738e-01],\n",
       "        [9.60219479e-02],\n",
       "        [3.42935528e-02],\n",
       "        [2.74348422e-02],\n",
       "        [6.85871056e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [6.45314548e+00],\n",
       "        [5.87155963e+00],\n",
       "        [3.46330275e+00],\n",
       "        [2.51310616e+00],\n",
       "        [1.54652687e+00],\n",
       "        [1.53014417e+00],\n",
       "        [1.16972477e+00],\n",
       "        [1.04685452e+00],\n",
       "        [8.58453473e-01],\n",
       "        [8.01114024e-01],\n",
       "        [7.76539974e-01],\n",
       "        [7.43774574e-01],\n",
       "        [7.02817824e-01],\n",
       "        [6.12712975e-01],\n",
       "        [6.04521625e-01],\n",
       "        [4.89842726e-01],\n",
       "        [4.57077326e-01],\n",
       "        [4.40694626e-01],\n",
       "        [4.16120577e-01],\n",
       "        [3.66972477e-01],\n",
       "        [3.66972477e-01],\n",
       "        [3.26015727e-01],\n",
       "        [2.85058978e-01],\n",
       "        [2.85058978e-01],\n",
       "        [2.44102228e-01],\n",
       "        [2.35910878e-01],\n",
       "        [2.35910878e-01],\n",
       "        [2.27719528e-01],\n",
       "        [2.19528178e-01],\n",
       "        [2.03145478e-01],\n",
       "        [2.03145478e-01],\n",
       "        [1.86762779e-01],\n",
       "        [1.86762779e-01],\n",
       "        [1.86762779e-01],\n",
       "        [1.78571429e-01],\n",
       "        [1.70380079e-01],\n",
       "        [1.61369594e-01],\n",
       "        [1.48263434e-01],\n",
       "        [1.48263434e-01],\n",
       "        [1.44986894e-01],\n",
       "        [1.32699869e-01],\n",
       "        [1.32699869e-01],\n",
       "        [1.20412844e-01],\n",
       "        [1.01572739e-01],\n",
       "        [9.99344692e-02],\n",
       "        [9.58387942e-02],\n",
       "        [9.17431193e-02],\n",
       "        [7.45412844e-02],\n",
       "        [7.37221494e-02],\n",
       "        [7.04456094e-02],\n",
       "        [6.30733945e-02],\n",
       "        [6.30733945e-02],\n",
       "        [6.30733945e-02],\n",
       "        [5.97968545e-02],\n",
       "        [5.89777195e-02],\n",
       "        [5.48820446e-02],\n",
       "        [5.32437746e-02],\n",
       "        [5.07863696e-02],\n",
       "        [4.58715596e-02],\n",
       "        [4.50524246e-02],\n",
       "        [3.76802097e-02],\n",
       "        [3.68610747e-02],\n",
       "        [3.19462647e-02],\n",
       "        [2.94888598e-02],\n",
       "        [2.78505898e-02],\n",
       "        [2.37549148e-02],\n",
       "        [2.37549148e-02],\n",
       "        [2.37549148e-02],\n",
       "        [2.37549148e-02],\n",
       "        [2.29357798e-02],\n",
       "        [1.72018349e-02],\n",
       "        [1.63826999e-02],\n",
       "        [1.47444299e-02],\n",
       "        [1.22870249e-02],\n",
       "        [9.82961992e-03],\n",
       "        [8.19134993e-03],\n",
       "        [7.37221494e-03],\n",
       "        [7.37221494e-03],\n",
       "        [7.37221494e-03],\n",
       "        [4.91480996e-03],\n",
       "        [4.09567497e-03],\n",
       "        [3.27653997e-03],\n",
       "        [3.27653997e-03],\n",
       "        [3.27653997e-03],\n",
       "        [1.63826999e-03],\n",
       "        [8.19134993e-04],\n",
       "        [8.19134993e-04],\n",
       "        [8.19134993e-04],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 8.7195122 ],\n",
       "        [ 5.97560976],\n",
       "        [ 2.98780488],\n",
       "        [ 1.09756098],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 9.26041261],\n",
       "        [ 1.70883612],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 7.11934156],\n",
       "        [ 5.61042524],\n",
       "        [ 3.68998628],\n",
       "        [ 3.00411523],\n",
       "        [ 2.86694102],\n",
       "        [ 1.71467764],\n",
       "        [ 1.65980796],\n",
       "        [ 1.50891632],\n",
       "        [ 1.17969822],\n",
       "        [ 1.09739369],\n",
       "        [ 1.05624143],\n",
       "        [ 0.63100137],\n",
       "        [ 0.61728395],\n",
       "        [ 0.60356653],\n",
       "        [ 0.56241427],\n",
       "        [ 0.54869684],\n",
       "        [ 0.50754458],\n",
       "        [ 0.49382716],\n",
       "        [ 0.42524005],\n",
       "        [ 0.42524005],\n",
       "        [ 0.42524005],\n",
       "        [ 0.41152263],\n",
       "        [ 0.39780521],\n",
       "        [ 0.38408779],\n",
       "        [ 0.30178326],\n",
       "        [ 0.260631  ],\n",
       "        [ 0.21947874],\n",
       "        [ 0.20576132],\n",
       "        [ 0.1920439 ],\n",
       "        [ 0.15089163],\n",
       "        [ 0.15089163],\n",
       "        [ 0.15089163],\n",
       "        [ 0.13717421],\n",
       "        [ 0.13717421],\n",
       "        [ 0.13717421],\n",
       "        [ 0.10973937],\n",
       "        [ 0.10973937],\n",
       "        [ 0.09602195],\n",
       "        [ 0.09602195],\n",
       "        [ 0.06858711],\n",
       "        [ 0.06858711],\n",
       "        [ 0.04115226],\n",
       "        [ 0.02743484],\n",
       "        [ 0.02743484],\n",
       "        [ 0.02743484],\n",
       "        [ 0.02743484],\n",
       "        [ 0.01371742],\n",
       "        [ 0.01371742],\n",
       "        [ 0.01371742],\n",
       "        [ 0.01371742],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 2.07920792],\n",
       "        [ 0.2970297 ],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 0.15136558],\n",
       "        [ 0.06910168],\n",
       "        [ 0.02632445],\n",
       "        [ 0.        ]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 2.32032854],\n",
       "        [ 1.47843943],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [8.45067660e+00],\n",
       "        [2.44949990e+00],\n",
       "        [5.07942734e-01],\n",
       "        [3.45165719e-01],\n",
       "        [3.23592861e-01],\n",
       "        [2.41223769e-01],\n",
       "        [1.96116886e-01],\n",
       "        [9.60972740e-02],\n",
       "        [6.27574034e-02],\n",
       "        [1.37281820e-02],\n",
       "        [9.80584428e-03],\n",
       "        [9.80584428e-03],\n",
       "        [3.92233771e-03],\n",
       "        [1.96116886e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [1.62832793e+00],\n",
       "        [1.56799155e+00],\n",
       "        [7.68534580e-01],\n",
       "        [5.79983407e-01],\n",
       "        [4.29142469e-01],\n",
       "        [4.06516329e-01],\n",
       "        [3.83890188e-01],\n",
       "        [3.61264047e-01],\n",
       "        [3.23553813e-01],\n",
       "        [2.55675390e-01],\n",
       "        [2.40591296e-01],\n",
       "        [1.95339015e-01],\n",
       "        [1.87796968e-01],\n",
       "        [1.80254921e-01],\n",
       "        [1.35002640e-01],\n",
       "        [1.07851271e-01],\n",
       "        [3.31850064e-02],\n",
       "        [2.63971642e-02],\n",
       "        [1.58382985e-02],\n",
       "        [1.58382985e-02],\n",
       "        [1.43298891e-02],\n",
       "        [1.28214797e-02],\n",
       "        [1.13130704e-02],\n",
       "        [6.78784222e-03],\n",
       "        [3.77102346e-03],\n",
       "        [3.01681876e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 2.4000717 ],\n",
       "        [ 1.48592938],\n",
       "        [ 0.84065245],\n",
       "        [ 0.66140885],\n",
       "        [ 0.4642409 ],\n",
       "        [ 0.34235526],\n",
       "        [ 0.28678975],\n",
       "        [ 0.07528231],\n",
       "        [ 0.05735795],\n",
       "        [ 0.04660333],\n",
       "        [ 0.01792436],\n",
       "        [ 0.01792436],\n",
       "        [ 0.01254705],\n",
       "        [ 0.        ]]),\n",
       " array([[1.00000000e+01],\n",
       "        [2.15510091e+00],\n",
       "        [5.79209289e-01],\n",
       "        [3.23472491e-01],\n",
       "        [1.50677357e-01],\n",
       "        [1.20956594e-01],\n",
       "        [1.08515344e-01],\n",
       "        [1.04368261e-01],\n",
       "        [7.81034006e-02],\n",
       "        [7.67210395e-02],\n",
       "        [7.60298590e-02],\n",
       "        [5.80591651e-02],\n",
       "        [4.76914570e-02],\n",
       "        [3.38678463e-02],\n",
       "        [3.24854852e-02],\n",
       "        [2.48824993e-02],\n",
       "        [2.28089577e-02],\n",
       "        [2.14265966e-02],\n",
       "        [2.14265966e-02],\n",
       "        [1.86618745e-02],\n",
       "        [1.65883329e-02],\n",
       "        [1.17500691e-02],\n",
       "        [8.29416644e-03],\n",
       "        [6.91180536e-03],\n",
       "        [4.83826375e-03],\n",
       "        [3.45590268e-03],\n",
       "        [2.76472215e-03],\n",
       "        [2.07354161e-03],\n",
       "        [2.07354161e-03],\n",
       "        [1.38236107e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 9.86772487],\n",
       "        [ 5.76719577],\n",
       "        [ 4.17989418],\n",
       "        [ 2.98941799],\n",
       "        [ 1.21693122],\n",
       "        [ 0.5952381 ],\n",
       "        [ 0.42328042],\n",
       "        [ 0.3968254 ],\n",
       "        [ 0.11904762],\n",
       "        [ 0.01322751],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [2.39783153e-01],\n",
       "        [9.59132611e-02],\n",
       "        [7.50625521e-02],\n",
       "        [7.29774812e-02],\n",
       "        [5.42118432e-02],\n",
       "        [4.17014178e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 2.91280148],\n",
       "        [ 1.09461967],\n",
       "        [ 0.83487941],\n",
       "        [ 0.24118738],\n",
       "        [ 0.22263451],\n",
       "        [ 0.20408163],\n",
       "        [ 0.18552876],\n",
       "        [ 0.16697588],\n",
       "        [ 0.09276438],\n",
       "        [ 0.0742115 ],\n",
       "        [ 0.03710575],\n",
       "        [ 0.01855288],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 5.        ],\n",
       "        [ 0.70175439],\n",
       "        [ 0.35087719],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 8.60465116],\n",
       "        [ 4.18604651],\n",
       "        [ 0.46511628],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 0.07833685],\n",
       "        [ 0.03314251],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [5.62094938e+00],\n",
       "        [5.13049571e+00],\n",
       "        [5.13049571e+00],\n",
       "        [4.81520406e+00],\n",
       "        [2.60816255e+00],\n",
       "        [2.20528989e+00],\n",
       "        [1.76738483e+00],\n",
       "        [1.71483622e+00],\n",
       "        [1.50464179e+00],\n",
       "        [1.39954458e+00],\n",
       "        [1.36451217e+00],\n",
       "        [9.26607112e-01],\n",
       "        [9.26607112e-01],\n",
       "        [8.21509897e-01],\n",
       "        [7.33928884e-01],\n",
       "        [6.63864074e-01],\n",
       "        [4.88702049e-01],\n",
       "        [4.53669644e-01],\n",
       "        [4.18637239e-01],\n",
       "        [4.18637239e-01],\n",
       "        [3.48572429e-01],\n",
       "        [2.92520582e-01],\n",
       "        [2.85514101e-01],\n",
       "        [2.71501139e-01],\n",
       "        [2.11946050e-01],\n",
       "        [2.03187949e-01],\n",
       "        [1.99684708e-01],\n",
       "        [1.89174987e-01],\n",
       "        [1.89174987e-01],\n",
       "        [1.78665265e-01],\n",
       "        [1.66403924e-01],\n",
       "        [1.31371519e-01],\n",
       "        [1.01593974e-01],\n",
       "        [9.98423542e-02],\n",
       "        [9.63391137e-02],\n",
       "        [7.35680504e-02],\n",
       "        [6.48099492e-02],\n",
       "        [6.48099492e-02],\n",
       "        [6.13067087e-02],\n",
       "        [5.78034682e-02],\n",
       "        [5.07969872e-02],\n",
       "        [4.37905062e-02],\n",
       "        [2.80259240e-02],\n",
       "        [2.45226835e-02],\n",
       "        [2.10194430e-02],\n",
       "        [1.92678227e-02],\n",
       "        [1.75162025e-02],\n",
       "        [1.75162025e-02],\n",
       "        [1.40129620e-02],\n",
       "        [7.00648099e-03],\n",
       "        [5.25486075e-03],\n",
       "        [5.25486075e-03],\n",
       "        [5.25486075e-03],\n",
       "        [5.25486075e-03],\n",
       "        [5.25486075e-03],\n",
       "        [1.75162025e-03],\n",
       "        [1.75162025e-03],\n",
       "        [1.75162025e-03],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10.        ],\n",
       "        [ 9.16666667],\n",
       "        [ 9.16666667],\n",
       "        [ 4.58333333],\n",
       "        [ 0.41666667],\n",
       "        [ 0.41666667],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 3.08211474],\n",
       "        [ 0.88863892],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 5.68450567],\n",
       "        [ 2.63684018],\n",
       "        [ 2.63684018],\n",
       "        [ 1.2836767 ],\n",
       "        [ 0.78385956],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [6.13800991e-01],\n",
       "        [5.33739992e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10.        ],\n",
       "        [ 0.50847458],\n",
       "        [ 0.19435028],\n",
       "        [ 0.01581921],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 0.72605247],\n",
       "        [ 0.37217816],\n",
       "        [ 0.23794997],\n",
       "        [ 0.21354484],\n",
       "        [ 0.13117755],\n",
       "        [ 0.09151922],\n",
       "        [ 0.07016473],\n",
       "        [ 0.05491153],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 2.36754967],\n",
       "        [ 1.30794702],\n",
       "        [ 0.97682119],\n",
       "        [ 0.86092715],\n",
       "        [ 0.08278146],\n",
       "        [ 0.01655629],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 0.15236568],\n",
       "        [ 0.        ]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[10.],\n",
       "        [ 5.],\n",
       "        [ 0.]]),\n",
       " array([[10.        ],\n",
       "        [ 0.42028986],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 0.21416804],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 4.61161652],\n",
       "        [ 4.33170049],\n",
       "        [ 2.65220434],\n",
       "        [ 2.09237229],\n",
       "        [ 1.88243527],\n",
       "        [ 1.25262421],\n",
       "        [ 0.66480056],\n",
       "        [ 0.66480056],\n",
       "        [ 0.61581526],\n",
       "        [ 0.55983205],\n",
       "        [ 0.52484255],\n",
       "        [ 0.35689293],\n",
       "        [ 0.32190343],\n",
       "        [ 0.25192442],\n",
       "        [ 0.23093072],\n",
       "        [ 0.22393282],\n",
       "        [ 0.18194542],\n",
       "        [ 0.16095171],\n",
       "        [ 0.15395381],\n",
       "        [ 0.13995801],\n",
       "        [ 0.13995801],\n",
       "        [ 0.13296011],\n",
       "        [ 0.11896431],\n",
       "        [ 0.11196641],\n",
       "        [ 0.0489853 ],\n",
       "        [ 0.0349895 ],\n",
       "        [ 0.0279916 ],\n",
       "        [ 0.0139958 ],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 4.27777778],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 3.67924528],\n",
       "        [ 1.22641509],\n",
       "        [ 0.66037736],\n",
       "        [ 0.18867925],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 1.23000552],\n",
       "        [ 0.6398235 ],\n",
       "        [ 0.36955323],\n",
       "        [ 0.27578599],\n",
       "        [ 0.        ]]),\n",
       " array([[1.00000000e+01],\n",
       "        [2.35057085e-01],\n",
       "        [6.98455339e-02],\n",
       "        [6.71591672e-02],\n",
       "        [5.91000672e-02],\n",
       "        [3.62659503e-02],\n",
       "        [6.71591672e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [7.54533217e+00],\n",
       "        [2.86958587e+00],\n",
       "        [9.02684298e-02],\n",
       "        [2.05875366e-02],\n",
       "        [3.16731333e-03],\n",
       "        [3.95914166e-04],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [1.11589716e+00],\n",
       "        [1.15762552e-01],\n",
       "        [9.55714093e-02],\n",
       "        [8.74949522e-02],\n",
       "        [7.67263427e-02],\n",
       "        [6.73038094e-02],\n",
       "        [2.82675999e-02],\n",
       "        [2.28832952e-02],\n",
       "        [1.88450666e-02],\n",
       "        [1.21146857e-02],\n",
       "        [9.42253332e-03],\n",
       "        [5.38430475e-03],\n",
       "        [4.03822856e-03],\n",
       "        [2.69215238e-03],\n",
       "        [1.34607619e-03],\n",
       "        [1.34607619e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [4.28522543e+00],\n",
       "        [2.00102661e+00],\n",
       "        [1.59979468e-01],\n",
       "        [1.06082642e-01],\n",
       "        [9.32500642e-02],\n",
       "        [4.10642484e-02],\n",
       "        [2.48096501e-02],\n",
       "        [9.41055693e-03],\n",
       "        [4.27752588e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 3.97287795],\n",
       "        [ 1.41135108],\n",
       "        [ 0.52235058],\n",
       "        [ 0.42692115],\n",
       "        [ 0.18583626],\n",
       "        [ 0.16574586],\n",
       "        [ 0.15570065],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 8.47457627],\n",
       "        [ 4.06779661],\n",
       "        [ 3.05084746],\n",
       "        [ 2.54237288],\n",
       "        [ 1.10169492],\n",
       "        [ 0.84745763],\n",
       "        [ 0.42372881],\n",
       "        [ 0.25423729],\n",
       "        [ 0.16949153],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 0.11235955],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 3.36683417],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.       ],\n",
       "        [ 3.4351145],\n",
       "        [ 0.       ]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 7.30878187],\n",
       "        [ 6.88385269],\n",
       "        [ 6.31728045],\n",
       "        [ 5.60906516],\n",
       "        [ 3.76770538],\n",
       "        [ 3.76770538],\n",
       "        [ 3.62606232],\n",
       "        [ 1.98300283],\n",
       "        [ 1.82719547],\n",
       "        [ 1.61473088],\n",
       "        [ 1.51558074],\n",
       "        [ 1.50141643],\n",
       "        [ 1.44475921],\n",
       "        [ 1.41643059],\n",
       "        [ 1.24645892],\n",
       "        [ 1.20396601],\n",
       "        [ 1.01983003],\n",
       "        [ 1.01983003],\n",
       "        [ 0.83569405],\n",
       "        [ 0.62322946],\n",
       "        [ 0.59490085],\n",
       "        [ 0.52407932],\n",
       "        [ 0.4815864 ],\n",
       "        [ 0.43909348],\n",
       "        [ 0.31161473],\n",
       "        [ 0.31161473],\n",
       "        [ 0.29745042],\n",
       "        [ 0.25495751],\n",
       "        [ 0.21246459],\n",
       "        [ 0.16997167],\n",
       "        [ 0.16997167],\n",
       "        [ 0.14164306],\n",
       "        [ 0.12747875],\n",
       "        [ 0.12747875],\n",
       "        [ 0.11331445],\n",
       "        [ 0.09915014],\n",
       "        [ 0.07082153],\n",
       "        [ 0.04249292],\n",
       "        [ 0.02832861],\n",
       "        [ 0.02832861],\n",
       "        [ 0.01416431],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 0.33426184],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 7.04918033],\n",
       "        [ 6.39344262],\n",
       "        [ 3.33333333],\n",
       "        [ 3.27868852],\n",
       "        [ 3.22404372],\n",
       "        [ 2.13114754],\n",
       "        [ 1.63934426],\n",
       "        [ 1.47540984],\n",
       "        [ 0.92896175],\n",
       "        [ 0.87431694],\n",
       "        [ 0.87431694],\n",
       "        [ 0.6010929 ],\n",
       "        [ 0.38251366],\n",
       "        [ 0.05464481],\n",
       "        [ 0.        ]]),\n",
       " array([[1.00000000e+01],\n",
       "        [5.17332163e+00],\n",
       "        [1.04870557e+00],\n",
       "        [1.14085125e-01],\n",
       "        [8.33698991e-02],\n",
       "        [2.63273366e-02],\n",
       "        [8.77577885e-03],\n",
       "        [8.77577885e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [5.54129648e+00],\n",
       "        [1.88877920e+00],\n",
       "        [1.80651530e+00],\n",
       "        [1.55972359e+00],\n",
       "        [1.47745969e+00],\n",
       "        [1.44455413e+00],\n",
       "        [1.42810135e+00],\n",
       "        [1.21421520e+00],\n",
       "        [1.18130964e+00],\n",
       "        [1.14840408e+00],\n",
       "        [1.13195130e+00],\n",
       "        [1.06614018e+00],\n",
       "        [1.03323462e+00],\n",
       "        [9.83876275e-01],\n",
       "        [9.50970714e-01],\n",
       "        [8.68706811e-01],\n",
       "        [8.52254031e-01],\n",
       "        [8.52254031e-01],\n",
       "        [8.35801250e-01],\n",
       "        [8.35801250e-01],\n",
       "        [7.69990128e-01],\n",
       "        [7.04179006e-01],\n",
       "        [6.05462323e-01],\n",
       "        [5.72556762e-01],\n",
       "        [5.56103982e-01],\n",
       "        [5.06745640e-01],\n",
       "        [4.73840079e-01],\n",
       "        [4.57387298e-01],\n",
       "        [4.40934518e-01],\n",
       "        [4.24481737e-01],\n",
       "        [4.08028957e-01],\n",
       "        [3.91576176e-01],\n",
       "        [3.91576176e-01],\n",
       "        [3.25765054e-01],\n",
       "        [3.19183942e-01],\n",
       "        [3.19183942e-01],\n",
       "        [3.09312274e-01],\n",
       "        [2.89568937e-01],\n",
       "        [2.76406713e-01],\n",
       "        [2.56663376e-01],\n",
       "        [2.43501152e-01],\n",
       "        [2.23757815e-01],\n",
       "        [2.13886147e-01],\n",
       "        [1.95788088e-01],\n",
       "        [1.94142810e-01],\n",
       "        [1.71108917e-01],\n",
       "        [1.69463639e-01],\n",
       "        [1.57946693e-01],\n",
       "        [1.51365581e-01],\n",
       "        [1.49720303e-01],\n",
       "        [1.41493912e-01],\n",
       "        [1.34912800e-01],\n",
       "        [1.18460020e-01],\n",
       "        [1.11878908e-01],\n",
       "        [1.08588351e-01],\n",
       "        [1.02007239e-01],\n",
       "        [9.54261270e-02],\n",
       "        [9.04902929e-02],\n",
       "        [8.06186245e-02],\n",
       "        [7.89733465e-02],\n",
       "        [7.56827904e-02],\n",
       "        [7.23922343e-02],\n",
       "        [6.74564001e-02],\n",
       "        [6.41658440e-02],\n",
       "        [5.75847318e-02],\n",
       "        [5.75847318e-02],\n",
       "        [4.93583416e-02],\n",
       "        [4.77130635e-02],\n",
       "        [4.44225074e-02],\n",
       "        [4.44225074e-02],\n",
       "        [4.11319513e-02],\n",
       "        [3.94866732e-02],\n",
       "        [3.78413952e-02],\n",
       "        [3.61961171e-02],\n",
       "        [3.61961171e-02],\n",
       "        [3.29055610e-02],\n",
       "        [3.12602830e-02],\n",
       "        [3.12602830e-02],\n",
       "        [2.96150049e-02],\n",
       "        [2.96150049e-02],\n",
       "        [2.46791708e-02],\n",
       "        [2.46791708e-02],\n",
       "        [2.30338927e-02],\n",
       "        [1.97433366e-02],\n",
       "        [1.97433366e-02],\n",
       "        [1.97433366e-02],\n",
       "        [1.80980586e-02],\n",
       "        [1.31622244e-02],\n",
       "        [9.87166831e-03],\n",
       "        [6.58111221e-03],\n",
       "        [4.93583416e-03],\n",
       "        [4.93583416e-03],\n",
       "        [3.29055610e-03],\n",
       "        [3.29055610e-03],\n",
       "        [3.29055610e-03],\n",
       "        [1.64527805e-03],\n",
       "        [1.64527805e-03],\n",
       "        [1.64527805e-03],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 7.18928415],\n",
       "        [ 6.61835749],\n",
       "        [ 5.60825648],\n",
       "        [ 4.90557751],\n",
       "        [ 1.43610013],\n",
       "        [ 0.86517347],\n",
       "        [ 0.79929732],\n",
       "        [ 0.59727712],\n",
       "        [ 0.31620553],\n",
       "        [ 0.28985507],\n",
       "        [ 0.09222661],\n",
       "        [ 0.07465964],\n",
       "        [ 0.05709267],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 0.04032258],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 4.6579194 ],\n",
       "        [ 4.6579194 ],\n",
       "        [ 3.34582943],\n",
       "        [ 2.78350515],\n",
       "        [ 0.73102156],\n",
       "        [ 0.6841612 ],\n",
       "        [ 0.53420806],\n",
       "        [ 0.37488285],\n",
       "        [ 0.11246485],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 3.82352941],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 1.19420475],\n",
       "        [ 0.06072228],\n",
       "        [ 0.01491424],\n",
       "        [ 0.01129221],\n",
       "        [ 0.        ]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [5.34883721e+00],\n",
       "        [1.27906977e+00],\n",
       "        [8.34473324e-01],\n",
       "        [7.31874145e-01],\n",
       "        [7.31874145e-01],\n",
       "        [1.40218878e-01],\n",
       "        [1.12859097e-01],\n",
       "        [1.12859097e-01],\n",
       "        [2.05198358e-02],\n",
       "        [3.41997264e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10.        ],\n",
       "        [ 0.02071205],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 8.8700565 ],\n",
       "        [ 7.45762712],\n",
       "        [ 7.31638418],\n",
       "        [ 5.05649718],\n",
       "        [ 3.92655367],\n",
       "        [ 3.78531073],\n",
       "        [ 3.78531073],\n",
       "        [ 3.36158192],\n",
       "        [ 3.07909605],\n",
       "        [ 2.93785311],\n",
       "        [ 2.47175141],\n",
       "        [ 2.37288136],\n",
       "        [ 2.21751412],\n",
       "        [ 2.11864407],\n",
       "        [ 2.11864407],\n",
       "        [ 2.00564972],\n",
       "        [ 2.00564972],\n",
       "        [ 1.79378531],\n",
       "        [ 1.70903955],\n",
       "        [ 1.66666667],\n",
       "        [ 1.62429379],\n",
       "        [ 1.5960452 ],\n",
       "        [ 1.5819209 ],\n",
       "        [ 1.41242938],\n",
       "        [ 1.27118644],\n",
       "        [ 1.18644068],\n",
       "        [ 1.15819209],\n",
       "        [ 1.00282486],\n",
       "        [ 0.9039548 ],\n",
       "        [ 0.87570621],\n",
       "        [ 0.83333333],\n",
       "        [ 0.79096045],\n",
       "        [ 0.77683616],\n",
       "        [ 0.73446328],\n",
       "        [ 0.70621469],\n",
       "        [ 0.63559322],\n",
       "        [ 0.63559322],\n",
       "        [ 0.62146893],\n",
       "        [ 0.60734463],\n",
       "        [ 0.57909605],\n",
       "        [ 0.55084746],\n",
       "        [ 0.52259887],\n",
       "        [ 0.49435028],\n",
       "        [ 0.46610169],\n",
       "        [ 0.40960452],\n",
       "        [ 0.39548023],\n",
       "        [ 0.36723164],\n",
       "        [ 0.35310734],\n",
       "        [ 0.35310734],\n",
       "        [ 0.35310734],\n",
       "        [ 0.32485876],\n",
       "        [ 0.32485876],\n",
       "        [ 0.31073446],\n",
       "        [ 0.29661017],\n",
       "        [ 0.29661017],\n",
       "        [ 0.26836158],\n",
       "        [ 0.24011299],\n",
       "        [ 0.21186441],\n",
       "        [ 0.21186441],\n",
       "        [ 0.21186441],\n",
       "        [ 0.19774011],\n",
       "        [ 0.18361582],\n",
       "        [ 0.18361582],\n",
       "        [ 0.18361582],\n",
       "        [ 0.18361582],\n",
       "        [ 0.15536723],\n",
       "        [ 0.14124294],\n",
       "        [ 0.14124294],\n",
       "        [ 0.12711864],\n",
       "        [ 0.12711864],\n",
       "        [ 0.11299435],\n",
       "        [ 0.11299435],\n",
       "        [ 0.09887006],\n",
       "        [ 0.08474576],\n",
       "        [ 0.07062147],\n",
       "        [ 0.05649718],\n",
       "        [ 0.05649718],\n",
       "        [ 0.04237288],\n",
       "        [ 0.02824859],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [2.79854148e+00],\n",
       "        [6.01640839e-01],\n",
       "        [1.00273473e-01],\n",
       "        [5.46946217e-02],\n",
       "        [4.55788514e-02],\n",
       "        [9.11577028e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [2.57206208e+00],\n",
       "        [1.14832536e+00],\n",
       "        [8.56576030e-01],\n",
       "        [6.81526432e-01],\n",
       "        [5.00641849e-01],\n",
       "        [4.24787023e-01],\n",
       "        [2.84747345e-01],\n",
       "        [2.84747345e-01],\n",
       "        [2.67242385e-01],\n",
       "        [1.91387560e-01],\n",
       "        [1.79717587e-01],\n",
       "        [1.38872681e-01],\n",
       "        [1.15532734e-01],\n",
       "        [1.13782238e-01],\n",
       "        [1.05029758e-01],\n",
       "        [8.16898121e-02],\n",
       "        [7.70218228e-02],\n",
       "        [6.65188470e-02],\n",
       "        [6.41848524e-02],\n",
       "        [5.60158712e-02],\n",
       "        [5.54323725e-02],\n",
       "        [4.78468900e-02],\n",
       "        [3.67604155e-02],\n",
       "        [2.68409383e-02],\n",
       "        [2.27564477e-02],\n",
       "        [2.04224530e-02],\n",
       "        [1.57544638e-02],\n",
       "        [1.45874664e-02],\n",
       "        [1.10864745e-02],\n",
       "        [9.91947719e-03],\n",
       "        [8.75247987e-03],\n",
       "        [8.75247987e-03],\n",
       "        [5.25148792e-03],\n",
       "        [4.66798926e-03],\n",
       "        [2.91749329e-03],\n",
       "        [2.91749329e-03],\n",
       "        [1.75049597e-03],\n",
       "        [5.83498658e-04],\n",
       "        [5.83498658e-04],\n",
       "        [5.83498658e-04],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [6.50071349e-02],\n",
       "        [2.37830981e-02],\n",
       "        [1.10987791e-02],\n",
       "        [9.51323926e-03],\n",
       "        [3.17107975e-03],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10.        ],\n",
       "        [ 2.2489724 ],\n",
       "        [ 0.14386377],\n",
       "        [ 0.04110393],\n",
       "        [ 0.        ]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[10.        ],\n",
       "        [ 0.21331058],\n",
       "        [ 0.        ]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [9.47741695e+00],\n",
       "        [5.78200821e+00],\n",
       "        [1.67599851e+00],\n",
       "        [1.45203434e+00],\n",
       "        [1.19074281e+00],\n",
       "        [9.29451288e-01],\n",
       "        [6.30832400e-01],\n",
       "        [3.77006346e-01],\n",
       "        [3.17282568e-01],\n",
       "        [2.50093318e-01],\n",
       "        [2.23964166e-01],\n",
       "        [2.16498694e-01],\n",
       "        [1.64240388e-01],\n",
       "        [8.58529302e-02],\n",
       "        [7.83874580e-02],\n",
       "        [3.35946249e-02],\n",
       "        [2.98618888e-02],\n",
       "        [3.73273610e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 3.33333333],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 0.32031798],\n",
       "        [ 0.        ]]),\n",
       " array([[0.],\n",
       "        [0.]]),\n",
       " array([[10.        ],\n",
       "        [ 4.26992437],\n",
       "        [ 0.12216405],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [5.07323569e+00],\n",
       "        [1.19507324e+00],\n",
       "        [9.95339547e-01],\n",
       "        [9.28761651e-01],\n",
       "        [8.78828229e-01],\n",
       "        [6.95739015e-01],\n",
       "        [3.62849534e-01],\n",
       "        [3.19573901e-01],\n",
       "        [2.99600533e-01],\n",
       "        [2.74633822e-01],\n",
       "        [2.71304927e-01],\n",
       "        [2.51331558e-01],\n",
       "        [1.89747004e-01],\n",
       "        [1.69773635e-01],\n",
       "        [1.68109188e-01],\n",
       "        [1.68109188e-01],\n",
       "        [1.54793609e-01],\n",
       "        [1.53129161e-01],\n",
       "        [1.38149134e-01],\n",
       "        [1.14846871e-01],\n",
       "        [1.08189081e-01],\n",
       "        [9.82023968e-02],\n",
       "        [9.82023968e-02],\n",
       "        [9.65379494e-02],\n",
       "        [9.32090546e-02],\n",
       "        [8.48868176e-02],\n",
       "        [8.32223702e-02],\n",
       "        [6.49134487e-02],\n",
       "        [4.49400799e-02],\n",
       "        [4.16111851e-02],\n",
       "        [3.99467377e-02],\n",
       "        [3.49533955e-02],\n",
       "        [3.32889481e-02],\n",
       "        [3.16245007e-02],\n",
       "        [2.99600533e-02],\n",
       "        [2.82956059e-02],\n",
       "        [2.82956059e-02],\n",
       "        [2.16378162e-02],\n",
       "        [1.99733688e-02],\n",
       "        [1.49800266e-02],\n",
       "        [1.33155792e-02],\n",
       "        [1.33155792e-02],\n",
       "        [1.16511318e-02],\n",
       "        [1.16511318e-02],\n",
       "        [1.16511318e-02],\n",
       "        [9.98668442e-03],\n",
       "        [6.65778961e-03],\n",
       "        [4.99334221e-03],\n",
       "        [3.32889481e-03],\n",
       "        [1.66444740e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [2.95345803e+00],\n",
       "        [2.82296651e+00],\n",
       "        [2.51848630e+00],\n",
       "        [2.47498913e+00],\n",
       "        [2.30100043e+00],\n",
       "        [1.82253154e+00],\n",
       "        [1.56154850e+00],\n",
       "        [1.51805133e+00],\n",
       "        [1.47455415e+00],\n",
       "        [1.43105698e+00],\n",
       "        [1.43105698e+00],\n",
       "        [1.25706829e+00],\n",
       "        [1.25706829e+00],\n",
       "        [1.21357112e+00],\n",
       "        [1.17007395e+00],\n",
       "        [1.03958243e+00],\n",
       "        [9.96085254e-01],\n",
       "        [7.22053067e-01],\n",
       "        [6.30709004e-01],\n",
       "        [6.30709004e-01],\n",
       "        [5.78512397e-01],\n",
       "        [5.74162679e-01],\n",
       "        [5.43714659e-01],\n",
       "        [4.39321444e-01],\n",
       "        [4.26272292e-01],\n",
       "        [4.17572858e-01],\n",
       "        [4.13223140e-01],\n",
       "        [4.08873423e-01],\n",
       "        [4.00173989e-01],\n",
       "        [3.56676816e-01],\n",
       "        [3.56676816e-01],\n",
       "        [3.52327099e-01],\n",
       "        [3.17529361e-01],\n",
       "        [3.08829926e-01],\n",
       "        [3.08829926e-01],\n",
       "        [3.08829926e-01],\n",
       "        [2.69682471e-01],\n",
       "        [2.56633319e-01],\n",
       "        [2.39234450e-01],\n",
       "        [2.13136146e-01],\n",
       "        [1.78338408e-01],\n",
       "        [1.73988691e-01],\n",
       "        [1.69638973e-01],\n",
       "        [1.69638973e-01],\n",
       "        [1.52240104e-01],\n",
       "        [1.39190953e-01],\n",
       "        [1.26141801e-01],\n",
       "        [1.08742932e-01],\n",
       "        [1.08742932e-01],\n",
       "        [1.08742932e-01],\n",
       "        [1.04393214e-01],\n",
       "        [1.04393214e-01],\n",
       "        [9.56937799e-02],\n",
       "        [9.56937799e-02],\n",
       "        [9.56937799e-02],\n",
       "        [9.13440626e-02],\n",
       "        [8.69943454e-02],\n",
       "        [8.69943454e-02],\n",
       "        [7.82949108e-02],\n",
       "        [7.82949108e-02],\n",
       "        [7.82949108e-02],\n",
       "        [7.39451936e-02],\n",
       "        [6.52457590e-02],\n",
       "        [6.52457590e-02],\n",
       "        [6.52457590e-02],\n",
       "        [6.52457590e-02],\n",
       "        [6.08960418e-02],\n",
       "        [6.08960418e-02],\n",
       "        [4.34971727e-02],\n",
       "        [4.34971727e-02],\n",
       "        [3.91474554e-02],\n",
       "        [3.91474554e-02],\n",
       "        [3.47977381e-02],\n",
       "        [3.04480209e-02],\n",
       "        [3.04480209e-02],\n",
       "        [3.04480209e-02],\n",
       "        [2.60983036e-02],\n",
       "        [2.60983036e-02],\n",
       "        [2.60983036e-02],\n",
       "        [2.60983036e-02],\n",
       "        [2.60983036e-02],\n",
       "        [2.17485863e-02],\n",
       "        [2.17485863e-02],\n",
       "        [2.17485863e-02],\n",
       "        [2.17485863e-02],\n",
       "        [2.17485863e-02],\n",
       "        [2.17485863e-02],\n",
       "        [2.17485863e-02],\n",
       "        [2.17485863e-02],\n",
       "        [2.17485863e-02],\n",
       "        [2.17485863e-02],\n",
       "        [2.17485863e-02],\n",
       "        [1.73988691e-02],\n",
       "        [1.73988691e-02],\n",
       "        [1.73988691e-02],\n",
       "        [1.73988691e-02],\n",
       "        [1.73988691e-02],\n",
       "        [1.73988691e-02],\n",
       "        [1.73988691e-02],\n",
       "        [1.30491518e-02],\n",
       "        [1.30491518e-02],\n",
       "        [1.30491518e-02],\n",
       "        [1.30491518e-02],\n",
       "        [1.30491518e-02],\n",
       "        [8.69943454e-03],\n",
       "        [8.69943454e-03],\n",
       "        [8.69943454e-03],\n",
       "        [8.69943454e-03],\n",
       "        [8.69943454e-03],\n",
       "        [8.69943454e-03],\n",
       "        [8.69943454e-03],\n",
       "        [8.69943454e-03],\n",
       "        [8.69943454e-03],\n",
       "        [8.69943454e-03],\n",
       "        [4.34971727e-03],\n",
       "        [4.34971727e-03],\n",
       "        [4.34971727e-03],\n",
       "        [4.34971727e-03],\n",
       "        [4.34971727e-03],\n",
       "        [4.34971727e-03],\n",
       "        [4.34971727e-03],\n",
       "        [4.34971727e-03],\n",
       "        [4.34971727e-03],\n",
       "        [4.34971727e-03],\n",
       "        [4.34971727e-03],\n",
       "        [4.34971727e-03],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10.        ],\n",
       "        [ 0.03676471],\n",
       "        [ 0.01838235],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 5.91494124],\n",
       "        [ 2.89311696],\n",
       "        [ 1.43816452],\n",
       "        [ 0.82820369],\n",
       "        [ 0.63234471],\n",
       "        [ 0.4812535 ],\n",
       "        [ 0.43648573],\n",
       "        [ 0.43088976],\n",
       "        [ 0.41410185],\n",
       "        [ 0.20705092],\n",
       "        [ 0.13989927],\n",
       "        [ 0.1343033 ],\n",
       "        [ 0.06715165],\n",
       "        [ 0.02238388],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 8.83268482],\n",
       "        [ 7.66536965],\n",
       "        [ 1.99555309],\n",
       "        [ 0.3557532 ],\n",
       "        [ 0.26125625],\n",
       "        [ 0.        ]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [9.49518128e+00],\n",
       "        [5.54841670e+00],\n",
       "        [5.04359798e+00],\n",
       "        [3.80449748e+00],\n",
       "        [3.43735659e+00],\n",
       "        [3.07021570e+00],\n",
       "        [2.38182653e+00],\n",
       "        [2.06057825e+00],\n",
       "        [1.96879302e+00],\n",
       "        [1.78522258e+00],\n",
       "        [1.64754475e+00],\n",
       "        [1.50986691e+00],\n",
       "        [1.14272602e+00],\n",
       "        [1.09683341e+00],\n",
       "        [9.13262965e-01],\n",
       "        [6.83799908e-01],\n",
       "        [6.01193208e-01],\n",
       "        [4.72693896e-01],\n",
       "        [4.68104635e-01],\n",
       "        [4.22212024e-01],\n",
       "        [3.16659018e-01],\n",
       "        [2.98301973e-01],\n",
       "        [1.51445617e-01],\n",
       "        [1.51445617e-01],\n",
       "        [1.37677834e-01],\n",
       "        [1.33088573e-01],\n",
       "        [1.28499312e-01],\n",
       "        [1.10142267e-01],\n",
       "        [1.00963745e-01],\n",
       "        [5.50711335e-02],\n",
       "        [4.58926113e-02],\n",
       "        [2.29463056e-02],\n",
       "        [1.83570445e-02],\n",
       "        [1.83570445e-02],\n",
       "        [1.37677834e-02],\n",
       "        [1.37677834e-02],\n",
       "        [9.17852226e-03],\n",
       "        [4.58926113e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10.        ],\n",
       "        [ 6.22641509],\n",
       "        [ 2.30607966],\n",
       "        [ 1.19496855],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 2.85714286],\n",
       "        [ 1.42857143],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 1.1328976 ],\n",
       "        [ 1.04575163],\n",
       "        [ 0.23965142],\n",
       "        [ 0.10893246],\n",
       "        [ 0.10893246],\n",
       "        [ 0.04357298],\n",
       "        [ 0.02178649],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 0.16081001],\n",
       "        [ 0.03275759],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 0.54783644],\n",
       "        [ 0.06351727],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 0.73238459],\n",
       "        [ 0.29503645],\n",
       "        [ 0.        ]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 1.18644068],\n",
       "        [ 0.26365348],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 7.33656174],\n",
       "        [ 0.46004843],\n",
       "        [ 0.02421308],\n",
       "        [ 0.        ]]),\n",
       " array([[1.00000000e+01],\n",
       "        [5.39374326e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 0.63286889],\n",
       "        [ 0.02786638],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [1.40338297e+00],\n",
       "        [9.98439280e-01],\n",
       "        [5.97713755e-01],\n",
       "        [4.07896402e-01],\n",
       "        [3.48842114e-01],\n",
       "        [2.09642722e-01],\n",
       "        [1.42152107e-01],\n",
       "        [1.33715780e-01],\n",
       "        [1.29497617e-01],\n",
       "        [1.21061290e-01],\n",
       "        [8.18323702e-02],\n",
       "        [7.97232885e-02],\n",
       "        [5.65233897e-02],\n",
       "        [4.72434302e-02],\n",
       "        [4.04943688e-02],\n",
       "        [1.13890412e-02],\n",
       "        [5.90542878e-03],\n",
       "        [4.63997975e-03],\n",
       "        [8.43632682e-04],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10. ],\n",
       "        [ 0.1],\n",
       "        [ 0. ],\n",
       "        [ 0. ]]),\n",
       " array([[1.00000000e+01],\n",
       "        [8.75728155e+00],\n",
       "        [3.82524272e+00],\n",
       "        [2.31067961e+00],\n",
       "        [2.19417476e+00],\n",
       "        [1.57281553e+00],\n",
       "        [1.06796117e+00],\n",
       "        [8.34951456e-01],\n",
       "        [2.56310680e-01],\n",
       "        [4.66019417e-02],\n",
       "        [3.88349515e-02],\n",
       "        [3.88349515e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 8.52320675],\n",
       "        [ 0.        ]]),\n",
       " array([[1.00000000e+01],\n",
       "        [4.12451362e-01],\n",
       "        [3.37224384e-01],\n",
       "        [3.29442283e-01],\n",
       "        [3.19066148e-01],\n",
       "        [2.56809339e-01],\n",
       "        [2.12710765e-01],\n",
       "        [1.81582361e-01],\n",
       "        [8.30090791e-02],\n",
       "        [7.26329442e-02],\n",
       "        [4.92866407e-02],\n",
       "        [3.11284047e-02],\n",
       "        [1.03761349e-02],\n",
       "        [5.18806744e-03],\n",
       "        [5.18806744e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[1.00000000e+01],\n",
       "        [7.08493282e+00],\n",
       "        [5.66938580e+00],\n",
       "        [4.55374280e+00],\n",
       "        [4.21785029e+00],\n",
       "        [3.67802303e+00],\n",
       "        [2.92226488e+00],\n",
       "        [2.19049904e+00],\n",
       "        [1.45873321e+00],\n",
       "        [1.44673704e+00],\n",
       "        [1.44673704e+00],\n",
       "        [1.42274472e+00],\n",
       "        [1.33877159e+00],\n",
       "        [1.29078695e+00],\n",
       "        [1.23080614e+00],\n",
       "        [1.19481766e+00],\n",
       "        [1.02687140e+00],\n",
       "        [9.90882917e-01],\n",
       "        [9.30902111e-01],\n",
       "        [8.34932821e-01],\n",
       "        [8.22936660e-01],\n",
       "        [7.86948177e-01],\n",
       "        [7.38963532e-01],\n",
       "        [7.02975048e-01],\n",
       "        [6.66986564e-01],\n",
       "        [6.54990403e-01],\n",
       "        [5.83013436e-01],\n",
       "        [5.47024952e-01],\n",
       "        [4.75047985e-01],\n",
       "        [4.63051823e-01],\n",
       "        [4.51055662e-01],\n",
       "        [4.27063340e-01],\n",
       "        [3.55086372e-01],\n",
       "        [3.19097889e-01],\n",
       "        [3.07101727e-01],\n",
       "        [2.71113244e-01],\n",
       "        [2.47120921e-01],\n",
       "        [2.35124760e-01],\n",
       "        [1.99136276e-01],\n",
       "        [1.67946257e-01],\n",
       "        [1.57149712e-01],\n",
       "        [1.36756238e-01],\n",
       "        [1.10364683e-01],\n",
       "        [1.10364683e-01],\n",
       "        [9.11708253e-02],\n",
       "        [8.75719770e-02],\n",
       "        [5.27831094e-02],\n",
       "        [3.71880998e-02],\n",
       "        [2.63915547e-02],\n",
       "        [2.39923225e-02],\n",
       "        [1.67946257e-02],\n",
       "        [1.07965451e-02],\n",
       "        [4.79846449e-03],\n",
       "        [2.39923225e-03],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 4.09356175],\n",
       "        [ 0.06777108],\n",
       "        [ 0.02400226],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 0.56365403],\n",
       "        [ 0.15549077],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 3.81097561],\n",
       "        [ 0.94512195],\n",
       "        [ 0.0304878 ],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[10.        ],\n",
       "        [ 8.06818182],\n",
       "        [ 4.88636364],\n",
       "        [ 4.77272727],\n",
       "        [ 1.70454545],\n",
       "        [ 0.79545455],\n",
       "        [ 0.56818182],\n",
       "        [ 0.34090909],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [4.23440454e+00],\n",
       "        [4.04536862e+00],\n",
       "        [3.95085066e+00],\n",
       "        [3.85633270e+00],\n",
       "        [2.72211720e+00],\n",
       "        [2.15500945e+00],\n",
       "        [2.06049149e+00],\n",
       "        [1.71077505e+00],\n",
       "        [1.62570888e+00],\n",
       "        [1.50283554e+00],\n",
       "        [1.32325142e+00],\n",
       "        [1.23818526e+00],\n",
       "        [1.01134216e+00],\n",
       "        [8.97920605e-01],\n",
       "        [8.22306238e-01],\n",
       "        [7.65595463e-01],\n",
       "        [6.23818526e-01],\n",
       "        [5.48204159e-01],\n",
       "        [5.00945180e-01],\n",
       "        [4.53686200e-01],\n",
       "        [4.44234405e-01],\n",
       "        [4.15879017e-01],\n",
       "        [2.74102079e-01],\n",
       "        [2.64650284e-01],\n",
       "        [2.26843100e-01],\n",
       "        [1.22873346e-01],\n",
       "        [1.13421550e-01],\n",
       "        [8.50661626e-02],\n",
       "        [3.78071834e-02],\n",
       "        [2.83553875e-02],\n",
       "        [9.45179584e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [3.83577576e+00],\n",
       "        [1.43986974e+00],\n",
       "        [1.13747383e+00],\n",
       "        [1.06769016e+00],\n",
       "        [9.28122819e-01],\n",
       "        [8.58339149e-01],\n",
       "        [6.95510584e-01],\n",
       "        [6.48988137e-01],\n",
       "        [6.25726913e-01],\n",
       "        [4.86159572e-01],\n",
       "        [4.86159572e-01],\n",
       "        [4.60572226e-01],\n",
       "        [3.86136311e-01],\n",
       "        [3.74505699e-01],\n",
       "        [3.37287741e-01],\n",
       "        [2.88439172e-01],\n",
       "        [2.69830193e-01],\n",
       "        [2.18655501e-01],\n",
       "        [2.09351012e-01],\n",
       "        [1.90742033e-01],\n",
       "        [1.83763666e-01],\n",
       "        [1.76785299e-01],\n",
       "        [1.72133054e-01],\n",
       "        [1.62828565e-01],\n",
       "        [1.55850198e-01],\n",
       "        [1.27936729e-01],\n",
       "        [1.13979995e-01],\n",
       "        [1.11653873e-01],\n",
       "        [8.14142824e-02],\n",
       "        [6.97836706e-02],\n",
       "        [6.97836706e-02],\n",
       "        [6.97836706e-02],\n",
       "        [5.35008141e-02],\n",
       "        [5.11746918e-02],\n",
       "        [4.41963247e-02],\n",
       "        [4.18702024e-02],\n",
       "        [3.48918353e-02],\n",
       "        [3.48918353e-02],\n",
       "        [3.02395906e-02],\n",
       "        [3.02395906e-02],\n",
       "        [2.79134682e-02],\n",
       "        [2.55873459e-02],\n",
       "        [2.09351012e-02],\n",
       "        [2.09351012e-02],\n",
       "        [1.86089788e-02],\n",
       "        [1.86089788e-02],\n",
       "        [1.62828565e-02],\n",
       "        [1.62828565e-02],\n",
       "        [1.39567341e-02],\n",
       "        [1.39567341e-02],\n",
       "        [1.16306118e-02],\n",
       "        [1.16306118e-02],\n",
       "        [9.30448942e-03],\n",
       "        [9.30448942e-03],\n",
       "        [9.30448942e-03],\n",
       "        [9.30448942e-03],\n",
       "        [9.30448942e-03],\n",
       "        [9.30448942e-03],\n",
       "        [6.97836706e-03],\n",
       "        [6.97836706e-03],\n",
       "        [6.97836706e-03],\n",
       "        [6.97836706e-03],\n",
       "        [6.97836706e-03],\n",
       "        [4.65224471e-03],\n",
       "        [4.65224471e-03],\n",
       "        [4.65224471e-03],\n",
       "        [4.65224471e-03],\n",
       "        [4.65224471e-03],\n",
       "        [4.65224471e-03],\n",
       "        [2.32612235e-03],\n",
       "        [2.32612235e-03],\n",
       "        [2.32612235e-03],\n",
       "        [2.32612235e-03],\n",
       "        [2.32612235e-03],\n",
       "        [2.32612235e-03],\n",
       "        [2.32612235e-03],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[1.00000000e+01],\n",
       "        [3.46005980e-01],\n",
       "        [1.86529973e-01],\n",
       "        [1.12487541e-01],\n",
       "        [7.11946462e-03],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10. ],\n",
       "        [ 7.5],\n",
       "        [ 0. ]]),\n",
       " array([[10.        ],\n",
       "        [ 0.28225806],\n",
       "        [ 0.24193548],\n",
       "        [ 0.12096774],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [4.01448723e+00],\n",
       "        [1.48684712e-01],\n",
       "        [1.44872284e-01],\n",
       "        [1.29622570e-01],\n",
       "        [1.52497141e-02],\n",
       "        [5.71864278e-03],\n",
       "        [1.90621426e-03],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 5.77032136],\n",
       "        [ 2.67485822],\n",
       "        [ 0.34026465],\n",
       "        [ 0.18667297],\n",
       "        [ 0.16068053],\n",
       "        [ 0.06616257],\n",
       "        [ 0.06143667],\n",
       "        [ 0.03071834],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 0.05978812],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 8.38220425],\n",
       "        [ 4.84327604],\n",
       "        [ 1.96157735],\n",
       "        [ 1.85035389],\n",
       "        [ 1.25379171],\n",
       "        [ 0.98078868],\n",
       "        [ 0.95045501],\n",
       "        [ 0.89989889],\n",
       "        [ 0.82912032],\n",
       "        [ 0.42467139],\n",
       "        [ 0.3033367 ],\n",
       "        [ 0.3033367 ],\n",
       "        [ 0.28311426],\n",
       "        [ 0.23255814],\n",
       "        [ 0.14155713],\n",
       "        [ 0.08088979],\n",
       "        [ 0.06066734],\n",
       "        [ 0.05055612],\n",
       "        [ 0.03033367],\n",
       "        [ 0.02022245],\n",
       "        [ 0.02022245],\n",
       "        [ 0.02022245],\n",
       "        [ 0.01011122],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [7.94708114e-01],\n",
       "        [6.18928671e-01],\n",
       "        [4.06143029e-01],\n",
       "        [3.46007956e-01],\n",
       "        [2.53492460e-01],\n",
       "        [2.02608937e-01],\n",
       "        [2.02608937e-01],\n",
       "        [6.70737349e-02],\n",
       "        [4.85706356e-02],\n",
       "        [3.14552688e-02],\n",
       "        [2.08159867e-02],\n",
       "        [1.80405218e-02],\n",
       "        [1.15644370e-02],\n",
       "        [6.93866223e-03],\n",
       "        [6.47608474e-03],\n",
       "        [5.55092978e-03],\n",
       "        [4.16319734e-03],\n",
       "        [3.23804237e-03],\n",
       "        [1.85030993e-03],\n",
       "        [9.25154963e-04],\n",
       "        [9.25154963e-04],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 9.96413199],\n",
       "        [ 0.6025825 ],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 2.97297297],\n",
       "        [ 2.36486486],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 9.52606635],\n",
       "        [ 1.80094787],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 3.1133429 ],\n",
       "        [ 2.28120516],\n",
       "        [ 2.00860832],\n",
       "        [ 1.20516499],\n",
       "        [ 0.91822095],\n",
       "        [ 0.50215208],\n",
       "        [ 0.50215208],\n",
       "        [ 0.48780488],\n",
       "        [ 0.41606887],\n",
       "        [ 0.04304161],\n",
       "        [ 0.0286944 ],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [5.38017324e+00],\n",
       "        [4.41770934e+00],\n",
       "        [3.84023099e+00],\n",
       "        [3.64773821e+00],\n",
       "        [3.45524543e+00],\n",
       "        [2.97401347e+00],\n",
       "        [2.58902791e+00],\n",
       "        [2.49278152e+00],\n",
       "        [1.88642926e+00],\n",
       "        [1.86717998e+00],\n",
       "        [1.78055823e+00],\n",
       "        [1.75168431e+00],\n",
       "        [1.52069297e+00],\n",
       "        [1.40519731e+00],\n",
       "        [1.29932628e+00],\n",
       "        [9.62463908e-01],\n",
       "        [9.43214629e-01],\n",
       "        [7.89220404e-01],\n",
       "        [6.25601540e-01],\n",
       "        [5.96727623e-01],\n",
       "        [5.58229066e-01],\n",
       "        [5.58229066e-01],\n",
       "        [5.00481232e-01],\n",
       "        [5.00481232e-01],\n",
       "        [4.81231954e-01],\n",
       "        [4.71607315e-01],\n",
       "        [4.42733397e-01],\n",
       "        [4.33108758e-01],\n",
       "        [4.13859480e-01],\n",
       "        [3.84985563e-01],\n",
       "        [3.75360924e-01],\n",
       "        [3.65736285e-01],\n",
       "        [3.56111646e-01],\n",
       "        [3.56111646e-01],\n",
       "        [3.56111646e-01],\n",
       "        [3.46487007e-01],\n",
       "        [2.98363811e-01],\n",
       "        [2.79114533e-01],\n",
       "        [2.79114533e-01],\n",
       "        [2.69489894e-01],\n",
       "        [2.50240616e-01],\n",
       "        [2.50240616e-01],\n",
       "        [2.21366699e-01],\n",
       "        [2.21366699e-01],\n",
       "        [2.02117421e-01],\n",
       "        [1.63618864e-01],\n",
       "        [1.63618864e-01],\n",
       "        [1.44369586e-01],\n",
       "        [1.25120308e-01],\n",
       "        [1.25120308e-01],\n",
       "        [1.15495669e-01],\n",
       "        [1.05871030e-01],\n",
       "        [8.66217517e-02],\n",
       "        [7.69971126e-02],\n",
       "        [6.73724735e-02],\n",
       "        [6.73724735e-02],\n",
       "        [5.77478345e-02],\n",
       "        [5.77478345e-02],\n",
       "        [5.77478345e-02],\n",
       "        [5.77478345e-02],\n",
       "        [4.81231954e-02],\n",
       "        [3.84985563e-02],\n",
       "        [1.92492782e-02],\n",
       "        [1.92492782e-02],\n",
       "        [1.92492782e-02],\n",
       "        [1.92492782e-02],\n",
       "        [1.92492782e-02],\n",
       "        [9.62463908e-03],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 3.09653916],\n",
       "        [ 2.65938069],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 9.09015715],\n",
       "        [ 3.63110008],\n",
       "        [ 2.47311828],\n",
       "        [ 1.97684036],\n",
       "        [ 1.42266336],\n",
       "        [ 1.24069479],\n",
       "        [ 0.92638544],\n",
       "        [ 0.78577337],\n",
       "        [ 0.6038048 ],\n",
       "        [ 0.5872622 ],\n",
       "        [ 0.04962779],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 0.02315708],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [2.75917065e+00],\n",
       "        [2.75917065e+00],\n",
       "        [2.56778309e+00],\n",
       "        [2.28070175e+00],\n",
       "        [2.18500797e+00],\n",
       "        [1.35566188e+00],\n",
       "        [1.22807018e+00],\n",
       "        [9.40988836e-01],\n",
       "        [9.09090909e-01],\n",
       "        [7.81499203e-01],\n",
       "        [7.17703349e-01],\n",
       "        [6.53907496e-01],\n",
       "        [5.29505582e-01],\n",
       "        [4.75279107e-01],\n",
       "        [4.56140351e-01],\n",
       "        [3.73205742e-01],\n",
       "        [3.28548644e-01],\n",
       "        [2.55183413e-01],\n",
       "        [1.53110048e-01],\n",
       "        [1.18022329e-01],\n",
       "        [8.93141946e-02],\n",
       "        [5.42264753e-02],\n",
       "        [5.10366826e-02],\n",
       "        [5.10366826e-02],\n",
       "        [4.46570973e-02],\n",
       "        [3.82775120e-02],\n",
       "        [2.87081340e-02],\n",
       "        [2.55183413e-02],\n",
       "        [1.27591707e-02],\n",
       "        [1.27591707e-02],\n",
       "        [9.56937799e-03],\n",
       "        [3.18979266e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 4.06091371],\n",
       "        [ 0.50761421],\n",
       "        [ 0.15228426],\n",
       "        [ 0.05076142],\n",
       "        [ 0.05076142],\n",
       "        [ 0.        ]]),\n",
       " array([[1.00000000e+01],\n",
       "        [1.00000000e+01],\n",
       "        [8.99074853e+00],\n",
       "        [6.21530698e+00],\n",
       "        [4.44911690e+00],\n",
       "        [3.69217830e+00],\n",
       "        [3.60807401e+00],\n",
       "        [3.01934399e+00],\n",
       "        [2.26240538e+00],\n",
       "        [1.36248949e+00],\n",
       "        [1.00925147e+00],\n",
       "        [9.16736754e-01],\n",
       "        [8.41042893e-01],\n",
       "        [7.90580320e-01],\n",
       "        [7.06476030e-01],\n",
       "        [4.79394449e-01],\n",
       "        [3.53238015e-01],\n",
       "        [2.10260723e-01],\n",
       "        [1.42977292e-01],\n",
       "        [6.72834315e-02],\n",
       "        [8.41042893e-03],\n",
       "        [8.41042893e-03],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[10.        ],\n",
       "        [ 5.86056645],\n",
       "        [ 1.10021786],\n",
       "        [ 0.02178649],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ]]),\n",
       " array([[1.00000000e+01],\n",
       "        [7.14441864e+00],\n",
       "        [1.93878945e+00],\n",
       "        [9.41385435e-01],\n",
       "        [2.85558136e-01],\n",
       "        [2.03579724e-01],\n",
       "        [1.61224211e-01],\n",
       "        [1.32531767e-01],\n",
       "        [1.05205629e-01],\n",
       "        [9.42751742e-02],\n",
       "        [8.19784124e-02],\n",
       "        [8.06121055e-02],\n",
       "        [4.78207405e-02],\n",
       "        [4.37218199e-02],\n",
       "        [3.68902856e-02],\n",
       "        [3.27913649e-02],\n",
       "        [1.91282962e-02],\n",
       "        [1.36630687e-02],\n",
       "        [1.36630687e-02],\n",
       "        [1.36630687e-03],\n",
       "        [1.36630687e-03],\n",
       "        [1.36630687e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[1.00000000e+01],\n",
       "        [9.87838249e+00],\n",
       "        [5.77379143e+00],\n",
       "        [5.40893889e+00],\n",
       "        [5.19610824e+00],\n",
       "        [4.83125570e+00],\n",
       "        [3.79750684e+00],\n",
       "        [3.70629371e+00],\n",
       "        [3.55427182e+00],\n",
       "        [2.12526604e+00],\n",
       "        [2.09486166e+00],\n",
       "        [1.85162663e+00],\n",
       "        [1.54758285e+00],\n",
       "        [8.78686531e-01],\n",
       "        [8.48282153e-01],\n",
       "        [8.48282153e-01],\n",
       "        [7.87473396e-01],\n",
       "        [7.26664640e-01],\n",
       "        [7.26664640e-01],\n",
       "        [6.96260261e-01],\n",
       "        [6.65855883e-01],\n",
       "        [6.35451505e-01],\n",
       "        [5.53359684e-01],\n",
       "        [5.47278808e-01],\n",
       "        [5.44238370e-01],\n",
       "        [5.19914868e-01],\n",
       "        [4.86470052e-01],\n",
       "        [4.40863484e-01],\n",
       "        [4.28701733e-01],\n",
       "        [3.95256917e-01],\n",
       "        [3.77014290e-01],\n",
       "        [3.49650350e-01],\n",
       "        [3.13165096e-01],\n",
       "        [3.13165096e-01],\n",
       "        [3.01003344e-01],\n",
       "        [2.97962907e-01],\n",
       "        [2.91882031e-01],\n",
       "        [2.73639404e-01],\n",
       "        [2.61477653e-01],\n",
       "        [2.58437215e-01],\n",
       "        [2.52356339e-01],\n",
       "        [2.46275464e-01],\n",
       "        [2.43235026e-01],\n",
       "        [2.34113712e-01],\n",
       "        [2.28032837e-01],\n",
       "        [2.00668896e-01],\n",
       "        [1.64183642e-01],\n",
       "        [1.30738826e-01],\n",
       "        [1.21617513e-01],\n",
       "        [1.15536637e-01],\n",
       "        [1.09455762e-01],\n",
       "        [1.06415324e-01],\n",
       "        [1.03374886e-01],\n",
       "        [9.72940103e-02],\n",
       "        [9.72940103e-02],\n",
       "        [9.12131347e-02],\n",
       "        [9.12131347e-02],\n",
       "        [7.90513834e-02],\n",
       "        [7.90513834e-02],\n",
       "        [7.60109456e-02],\n",
       "        [7.29705078e-02],\n",
       "        [7.29705078e-02],\n",
       "        [6.99300699e-02],\n",
       "        [6.99300699e-02],\n",
       "        [6.99300699e-02],\n",
       "        [6.68896321e-02],\n",
       "        [6.68896321e-02],\n",
       "        [6.38491943e-02],\n",
       "        [6.38491943e-02],\n",
       "        [6.38491943e-02],\n",
       "        [5.77683186e-02],\n",
       "        [5.77683186e-02],\n",
       "        [5.16874430e-02],\n",
       "        [5.16874430e-02],\n",
       "        [5.16874430e-02],\n",
       "        [5.16874430e-02],\n",
       "        [5.16874430e-02],\n",
       "        [4.86470052e-02],\n",
       "        [4.86470052e-02],\n",
       "        [4.86470052e-02],\n",
       "        [4.56065673e-02],\n",
       "        [4.56065673e-02],\n",
       "        [4.25661295e-02],\n",
       "        [4.25661295e-02],\n",
       "        [3.95256917e-02],\n",
       "        [3.95256917e-02],\n",
       "        [3.64852539e-02],\n",
       "        [3.64852539e-02],\n",
       "        [3.64852539e-02],\n",
       "        [3.34448161e-02],\n",
       "        [3.04043782e-02],\n",
       "        [3.04043782e-02],\n",
       "        [3.04043782e-02],\n",
       "        [3.04043782e-02],\n",
       "        [2.73639404e-02],\n",
       "        [2.73639404e-02],\n",
       "        [2.73639404e-02],\n",
       "        [2.73639404e-02],\n",
       "        [2.73639404e-02],\n",
       "        [2.73639404e-02],\n",
       "        [2.43235026e-02],\n",
       "        [2.43235026e-02],\n",
       "        [2.43235026e-02],\n",
       "        [2.43235026e-02],\n",
       "        [2.43235026e-02],\n",
       "        [2.12830648e-02],\n",
       "        [2.12830648e-02],\n",
       "        [1.82426269e-02],\n",
       "        [1.82426269e-02],\n",
       "        [1.82426269e-02],\n",
       "        [1.82426269e-02],\n",
       "        [1.82426269e-02],\n",
       "        [1.52021891e-02],\n",
       "        [1.52021891e-02],\n",
       "        [1.52021891e-02],\n",
       "        [1.52021891e-02],\n",
       "        [1.21617513e-02],\n",
       "        [1.21617513e-02],\n",
       "        [9.12131347e-03],\n",
       "        [9.12131347e-03],\n",
       "        [9.12131347e-03],\n",
       "        [9.12131347e-03],\n",
       "        [9.12131347e-03],\n",
       "        [9.12131347e-03],\n",
       "        [6.08087565e-03],\n",
       "        [6.08087565e-03],\n",
       "        [6.08087565e-03],\n",
       "        [6.08087565e-03],\n",
       "        [6.08087565e-03],\n",
       "        [6.08087565e-03],\n",
       "        [6.08087565e-03],\n",
       "        [6.08087565e-03],\n",
       "        [6.08087565e-03],\n",
       "        [6.08087565e-03],\n",
       "        [6.08087565e-03],\n",
       "        [6.08087565e-03],\n",
       "        [6.08087565e-03],\n",
       "        [6.08087565e-03],\n",
       "        [6.08087565e-03],\n",
       "        [6.08087565e-03],\n",
       "        [3.04043782e-03],\n",
       "        [3.04043782e-03],\n",
       "        [3.04043782e-03],\n",
       "        [3.04043782e-03],\n",
       "        [3.04043782e-03],\n",
       "        [3.04043782e-03],\n",
       "        [3.04043782e-03],\n",
       "        [3.04043782e-03],\n",
       "        [3.04043782e-03],\n",
       "        [3.04043782e-03],\n",
       "        [3.04043782e-03],\n",
       "        [3.04043782e-03],\n",
       "        [3.04043782e-03],\n",
       "        [3.04043782e-03],\n",
       "        [3.04043782e-03],\n",
       "        [3.04043782e-03],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10.        ],\n",
       "        [ 7.84810127],\n",
       "        [ 5.18987342],\n",
       "        [ 4.93670886],\n",
       "        [ 3.16455696],\n",
       "        [ 2.40506329],\n",
       "        [ 1.39240506],\n",
       "        [ 1.13924051],\n",
       "        [ 1.13924051],\n",
       "        [ 1.01265823],\n",
       "        [ 1.01265823],\n",
       "        [ 0.63291139],\n",
       "        [ 0.37974684],\n",
       "        [ 0.25316456],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[10.        ],\n",
       "        [ 7.75604143],\n",
       "        [ 4.30379747],\n",
       "        [ 1.3118527 ],\n",
       "        [ 0.98964327],\n",
       "        [ 0.65592635],\n",
       "        [ 0.53509781],\n",
       "        [ 0.44303797],\n",
       "        [ 0.22439586],\n",
       "        [ 0.09205984],\n",
       "        [ 0.0575374 ],\n",
       "        [ 0.04602992],\n",
       "        [ 0.01726122],\n",
       "        [ 0.        ]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 2.17491369],\n",
       "        [ 0.73647871],\n",
       "        [ 0.39125432],\n",
       "        [ 0.10356732],\n",
       "        [ 0.08055236],\n",
       "        [ 0.02301496],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 5.17326733],\n",
       "        [ 3.06930693],\n",
       "        [ 2.94554455],\n",
       "        [ 1.90594059],\n",
       "        [ 1.38613861],\n",
       "        [ 0.92821782],\n",
       "        [ 0.3960396 ],\n",
       "        [ 0.28465347],\n",
       "        [ 0.23514851],\n",
       "        [ 0.16089109],\n",
       "        [ 0.01237624],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 8.99665552],\n",
       "        [ 1.57190635],\n",
       "        [ 0.40133779],\n",
       "        [ 0.        ]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 1.96721311],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 2.96296296],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 2.40544629],\n",
       "        [ 0.2269289 ],\n",
       "        [ 0.10590015],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [7.56929005e+00],\n",
       "        [1.09233734e+00],\n",
       "        [3.80910034e-01],\n",
       "        [1.92678227e-01],\n",
       "        [1.18571217e-01],\n",
       "        [1.03749815e-02],\n",
       "        [2.96428042e-03],\n",
       "        [1.48214021e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 4.44444444],\n",
       "        [ 1.33333333],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 6.31043257],\n",
       "        [ 1.8956743 ],\n",
       "        [ 0.49618321],\n",
       "        [ 0.39440204],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 2.35294118],\n",
       "        [ 1.76470588],\n",
       "        [ 1.76470588],\n",
       "        [ 1.76470588],\n",
       "        [ 0.58823529],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 4.95412844],\n",
       "        [ 3.30275229],\n",
       "        [ 2.01834862],\n",
       "        [ 0.27522936],\n",
       "        [ 0.        ]]),\n",
       " array([[1.00000000e+01],\n",
       "        [5.16023545e+00],\n",
       "        [4.76782211e+00],\n",
       "        [4.04839765e+00],\n",
       "        [2.41334205e+00],\n",
       "        [2.34793983e+00],\n",
       "        [2.34793983e+00],\n",
       "        [2.08633094e+00],\n",
       "        [2.02092871e+00],\n",
       "        [1.69391759e+00],\n",
       "        [1.36690647e+00],\n",
       "        [1.26880314e+00],\n",
       "        [8.37148463e-01],\n",
       "        [5.23217789e-01],\n",
       "        [4.77436233e-01],\n",
       "        [4.57815566e-01],\n",
       "        [4.05493787e-01],\n",
       "        [3.85873120e-01],\n",
       "        [3.46631785e-01],\n",
       "        [3.27011118e-01],\n",
       "        [2.68149117e-01],\n",
       "        [2.28907783e-01],\n",
       "        [2.22367560e-01],\n",
       "        [2.22367560e-01],\n",
       "        [2.09287116e-01],\n",
       "        [1.96206671e-01],\n",
       "        [1.24264225e-01],\n",
       "        [1.04643558e-01],\n",
       "        [1.04643558e-01],\n",
       "        [1.04643558e-01],\n",
       "        [9.81033355e-02],\n",
       "        [9.81033355e-02],\n",
       "        [9.81033355e-02],\n",
       "        [8.50228908e-02],\n",
       "        [7.84826684e-02],\n",
       "        [7.84826684e-02],\n",
       "        [7.19424460e-02],\n",
       "        [7.19424460e-02],\n",
       "        [7.19424460e-02],\n",
       "        [5.88620013e-02],\n",
       "        [5.88620013e-02],\n",
       "        [5.23217789e-02],\n",
       "        [4.57815566e-02],\n",
       "        [4.57815566e-02],\n",
       "        [4.57815566e-02],\n",
       "        [4.57815566e-02],\n",
       "        [4.57815566e-02],\n",
       "        [3.92413342e-02],\n",
       "        [3.92413342e-02],\n",
       "        [3.27011118e-02],\n",
       "        [3.27011118e-02],\n",
       "        [3.27011118e-02],\n",
       "        [2.61608895e-02],\n",
       "        [1.96206671e-02],\n",
       "        [1.96206671e-02],\n",
       "        [1.96206671e-02],\n",
       "        [1.96206671e-02],\n",
       "        [1.96206671e-02],\n",
       "        [1.30804447e-02],\n",
       "        [1.30804447e-02],\n",
       "        [1.30804447e-02],\n",
       "        [1.30804447e-02],\n",
       "        [6.54022237e-03],\n",
       "        [6.54022237e-03],\n",
       "        [6.54022237e-03],\n",
       "        [6.54022237e-03],\n",
       "        [6.54022237e-03],\n",
       "        [6.54022237e-03],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[10. ],\n",
       "        [ 9.5],\n",
       "        [ 0. ]]),\n",
       " array([[1.00000000e+01],\n",
       "        [4.52439452e+00],\n",
       "        [2.27799228e+00],\n",
       "        [1.22499122e+00],\n",
       "        [9.44190944e-01],\n",
       "        [5.79150579e-01],\n",
       "        [5.19480519e-01],\n",
       "        [4.31730432e-01],\n",
       "        [3.82590383e-01],\n",
       "        [3.72060372e-01],\n",
       "        [3.43980344e-01],\n",
       "        [2.56230256e-01],\n",
       "        [2.45700246e-01],\n",
       "        [2.38680239e-01],\n",
       "        [2.24640225e-01],\n",
       "        [1.71990172e-01],\n",
       "        [1.05300105e-01],\n",
       "        [1.01790102e-01],\n",
       "        [7.72200772e-02],\n",
       "        [7.02000702e-02],\n",
       "        [4.21200421e-02],\n",
       "        [4.21200421e-02],\n",
       "        [3.86100386e-02],\n",
       "        [3.51000351e-02],\n",
       "        [2.80800281e-02],\n",
       "        [2.45700246e-02],\n",
       "        [3.51000351e-03],\n",
       "        [3.51000351e-03],\n",
       "        [3.51000351e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10.        ],\n",
       "        [ 0.05474453],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 0.10752688],\n",
       "        [ 0.09856631],\n",
       "        [ 0.04480287],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 0.47619048],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 0.49382716],\n",
       "        [ 0.30864198],\n",
       "        [ 0.12345679],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 0.42405939],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 1.10091743],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [1.16799826e+00],\n",
       "        [2.44035002e-01],\n",
       "        [2.44035002e-01],\n",
       "        [1.35333442e-01],\n",
       "        [8.64177401e-02],\n",
       "        [8.20696777e-02],\n",
       "        [5.32637643e-02],\n",
       "        [4.94592097e-02],\n",
       "        [4.23936083e-02],\n",
       "        [2.39143432e-02],\n",
       "        [2.71753900e-03],\n",
       "        [1.63052340e-03],\n",
       "        [5.43507799e-04],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 0.78873239],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 7.53914989],\n",
       "        [ 2.34899329],\n",
       "        [ 2.10290828],\n",
       "        [ 1.47651007],\n",
       "        [ 1.31991051],\n",
       "        [ 1.16331096],\n",
       "        [ 0.98434004],\n",
       "        [ 0.93959732],\n",
       "        [ 0.91722595],\n",
       "        [ 0.7606264 ],\n",
       "        [ 0.7606264 ],\n",
       "        [ 0.73825503],\n",
       "        [ 0.73825503],\n",
       "        [ 0.60402685],\n",
       "        [ 0.55928412],\n",
       "        [ 0.46979866],\n",
       "        [ 0.40268456],\n",
       "        [ 0.35794183],\n",
       "        [ 0.35794183],\n",
       "        [ 0.26845638],\n",
       "        [ 0.24608501],\n",
       "        [ 0.22371365],\n",
       "        [ 0.22371365],\n",
       "        [ 0.13422819],\n",
       "        [ 0.08948546],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 5.8803335 ],\n",
       "        [ 5.19372241],\n",
       "        [ 3.42815105],\n",
       "        [ 3.23197646],\n",
       "        [ 2.98675821],\n",
       "        [ 1.27023051],\n",
       "        [ 1.02501226],\n",
       "        [ 0.76017656],\n",
       "        [ 0.39725356],\n",
       "        [ 0.35801864],\n",
       "        [ 0.28935753],\n",
       "        [ 0.01471309],\n",
       "        [ 0.        ]]),\n",
       " array([[1.00000000e+01],\n",
       "        [2.60924822e+00],\n",
       "        [1.52409815e+00],\n",
       "        [4.87828722e-01],\n",
       "        [3.70515202e-01],\n",
       "        [2.23873301e-01],\n",
       "        [1.69126992e-01],\n",
       "        [1.58373253e-01],\n",
       "        [1.19268746e-01],\n",
       "        [1.13403070e-01],\n",
       "        [9.77612670e-02],\n",
       "        [8.99403656e-02],\n",
       "        [5.76791475e-02],\n",
       "        [3.61716688e-02],\n",
       "        [1.75970281e-02],\n",
       "        [1.75970281e-02],\n",
       "        [1.36865774e-02],\n",
       "        [1.27089647e-02],\n",
       "        [1.27089647e-02],\n",
       "        [4.88806335e-03],\n",
       "        [2.93283801e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 2.56198347],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [9.01291915e+00],\n",
       "        [7.53229787e+00],\n",
       "        [3.51139498e+00],\n",
       "        [2.65495718e+00],\n",
       "        [2.64044128e+00],\n",
       "        [8.25954420e-01],\n",
       "        [6.66279576e-01],\n",
       "        [6.08215997e-01],\n",
       "        [3.90477573e-01],\n",
       "        [2.30802729e-01],\n",
       "        [1.85803455e-01],\n",
       "        [1.77093918e-01],\n",
       "        [1.69835970e-01],\n",
       "        [1.66932791e-01],\n",
       "        [1.46610539e-01],\n",
       "        [1.37901002e-01],\n",
       "        [9.43533169e-02],\n",
       "        [8.85469589e-02],\n",
       "        [8.56437799e-02],\n",
       "        [6.09667586e-02],\n",
       "        [5.22572217e-02],\n",
       "        [4.20960952e-02],\n",
       "        [3.62897373e-02],\n",
       "        [1.45158949e-02],\n",
       "        [1.30643054e-02],\n",
       "        [2.90317898e-03],\n",
       "        [2.90317898e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [5.38569919e+00],\n",
       "        [4.57555477e+00],\n",
       "        [2.32123987e+00],\n",
       "        [1.86333216e+00],\n",
       "        [1.65199014e+00],\n",
       "        [1.58154280e+00],\n",
       "        [5.81190560e-01],\n",
       "        [4.89609017e-01],\n",
       "        [4.05072209e-01],\n",
       "        [2.43043325e-01],\n",
       "        [2.07819655e-01],\n",
       "        [1.79640719e-01],\n",
       "        [1.72595985e-01],\n",
       "        [1.62028883e-01],\n",
       "        [1.26805213e-01],\n",
       "        [1.16238112e-01],\n",
       "        [1.09193378e-01],\n",
       "        [1.09193378e-01],\n",
       "        [5.28355055e-02],\n",
       "        [4.57907714e-02],\n",
       "        [4.57907714e-02],\n",
       "        [4.22684044e-02],\n",
       "        [2.81789362e-02],\n",
       "        [1.40894681e-02],\n",
       "        [1.40894681e-02],\n",
       "        [1.05671011e-02],\n",
       "        [3.52236703e-03],\n",
       "        [3.52236703e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 8.13242784],\n",
       "        [ 1.42614601],\n",
       "        [ 1.37521222],\n",
       "        [ 0.71307301],\n",
       "        [ 0.66213922],\n",
       "        [ 0.20373514],\n",
       "        [ 0.06791171],\n",
       "        [ 0.05093379],\n",
       "        [ 0.05093379],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [3.16493314e+00],\n",
       "        [2.37246161e+00],\n",
       "        [2.27340267e+00],\n",
       "        [1.62951956e+00],\n",
       "        [1.57999009e+00],\n",
       "        [1.53046062e+00],\n",
       "        [1.23328380e+00],\n",
       "        [1.13422486e+00],\n",
       "        [1.03516592e+00],\n",
       "        [9.16295196e-01],\n",
       "        [8.56859832e-01],\n",
       "        [8.56859832e-01],\n",
       "        [7.72659733e-01],\n",
       "        [6.68647845e-01],\n",
       "        [6.63694898e-01],\n",
       "        [5.54730064e-01],\n",
       "        [5.05200594e-01],\n",
       "        [4.60624071e-01],\n",
       "        [3.81376919e-01],\n",
       "        [3.61565131e-01],\n",
       "        [3.36800396e-01],\n",
       "        [3.31847449e-01],\n",
       "        [3.26894502e-01],\n",
       "        [2.87270926e-01],\n",
       "        [2.32788509e-01],\n",
       "        [2.27835562e-01],\n",
       "        [2.08023774e-01],\n",
       "        [1.98117880e-01],\n",
       "        [1.68400198e-01],\n",
       "        [1.63447251e-01],\n",
       "        [1.63447251e-01],\n",
       "        [1.58494304e-01],\n",
       "        [1.58494304e-01],\n",
       "        [1.23823675e-01],\n",
       "        [1.08964834e-01],\n",
       "        [9.90589401e-02],\n",
       "        [9.90589401e-02],\n",
       "        [8.91530461e-02],\n",
       "        [8.42000991e-02],\n",
       "        [7.92471521e-02],\n",
       "        [7.42942051e-02],\n",
       "        [6.43883110e-02],\n",
       "        [6.43883110e-02],\n",
       "        [6.43883110e-02],\n",
       "        [6.43883110e-02],\n",
       "        [5.94353640e-02],\n",
       "        [5.94353640e-02],\n",
       "        [3.96235760e-02],\n",
       "        [3.96235760e-02],\n",
       "        [2.97176820e-02],\n",
       "        [2.97176820e-02],\n",
       "        [2.47647350e-02],\n",
       "        [2.47647350e-02],\n",
       "        [1.98117880e-02],\n",
       "        [1.98117880e-02],\n",
       "        [1.98117880e-02],\n",
       "        [1.98117880e-02],\n",
       "        [1.48588410e-02],\n",
       "        [9.90589401e-03],\n",
       "        [9.90589401e-03],\n",
       "        [9.90589401e-03],\n",
       "        [4.95294700e-03],\n",
       "        [4.95294700e-03],\n",
       "        [4.95294700e-03],\n",
       "        [4.95294700e-03],\n",
       "        [4.95294700e-03],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[10.       ],\n",
       "        [ 0.2393617],\n",
       "        [ 0.       ]]),\n",
       " array([[1.00000000e+01],\n",
       "        [8.32354015e+00],\n",
       "        [4.54901570e+00],\n",
       "        [1.77040799e+00],\n",
       "        [3.76124556e-01],\n",
       "        [2.66573714e-01],\n",
       "        [2.36696212e-01],\n",
       "        [4.11645586e-02],\n",
       "        [2.75536965e-02],\n",
       "        [2.62258075e-02],\n",
       "        [1.39428344e-02],\n",
       "        [1.22829731e-02],\n",
       "        [8.96325067e-03],\n",
       "        [5.97550045e-03],\n",
       "        [9.95916741e-04],\n",
       "        [6.63944494e-04],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 0.12244079],\n",
       "        [ 0.06423123],\n",
       "        [ 0.03211562],\n",
       "        [ 0.01806503],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 9.21052632],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [3.78508011e+00],\n",
       "        [2.40738851e+00],\n",
       "        [1.89713236e+00],\n",
       "        [1.14195326e+00],\n",
       "        [1.06031228e+00],\n",
       "        [1.02969691e+00],\n",
       "        [9.88876416e-01],\n",
       "        [9.88876416e-01],\n",
       "        [8.46004694e-01],\n",
       "        [8.25594448e-01],\n",
       "        [5.70466374e-01],\n",
       "        [5.29645882e-01],\n",
       "        [4.58210021e-01],\n",
       "        [4.58210021e-01],\n",
       "        [3.35748546e-01],\n",
       "        [2.84722931e-01],\n",
       "        [2.23492193e-01],\n",
       "        [1.62261455e-01],\n",
       "        [1.61240943e-01],\n",
       "        [1.55117869e-01],\n",
       "        [1.52056332e-01],\n",
       "        [1.21440963e-01],\n",
       "        [1.18379426e-01],\n",
       "        [1.06133279e-01],\n",
       "        [8.77640576e-02],\n",
       "        [8.47025207e-02],\n",
       "        [7.85794469e-02],\n",
       "        [7.44973977e-02],\n",
       "        [5.91897132e-02],\n",
       "        [3.97999796e-02],\n",
       "        [3.26563935e-02],\n",
       "        [3.26563935e-02],\n",
       "        [3.26563935e-02],\n",
       "        [2.55128074e-02],\n",
       "        [2.44922951e-02],\n",
       "        [2.14307582e-02],\n",
       "        [1.93897336e-02],\n",
       "        [1.73487091e-02],\n",
       "        [1.42871722e-02],\n",
       "        [8.16409838e-03],\n",
       "        [5.10256149e-03],\n",
       "        [5.10256149e-03],\n",
       "        [4.08204919e-03],\n",
       "        [4.08204919e-03],\n",
       "        [3.06153689e-03],\n",
       "        [3.06153689e-03],\n",
       "        [3.06153689e-03],\n",
       "        [2.04102459e-03],\n",
       "        [1.02051230e-03],\n",
       "        [1.02051230e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 4.33900524],\n",
       "        [ 3.45549738],\n",
       "        [ 2.5065445 ],\n",
       "        [ 0.70680628],\n",
       "        [ 0.70680628],\n",
       "        [ 0.33049738],\n",
       "        [ 0.23560209],\n",
       "        [ 0.19960733],\n",
       "        [ 0.16034031],\n",
       "        [ 0.15379581],\n",
       "        [ 0.14725131],\n",
       "        [ 0.        ]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [2.35986881e+00],\n",
       "        [6.75313059e-01],\n",
       "        [6.30590340e-01],\n",
       "        [5.18783542e-01],\n",
       "        [4.29338104e-01],\n",
       "        [2.13178295e-01],\n",
       "        [9.91353608e-02],\n",
       "        [9.61538462e-02],\n",
       "        [9.61538462e-02],\n",
       "        [7.45378652e-02],\n",
       "        [5.96302922e-02],\n",
       "        [4.54680978e-02],\n",
       "        [1.93798450e-02],\n",
       "        [1.63983304e-02],\n",
       "        [1.41621944e-02],\n",
       "        [1.34168157e-02],\n",
       "        [5.96302922e-03],\n",
       "        [2.23613596e-03],\n",
       "        [1.49075730e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 0.18115942],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 7.87234043],\n",
       "        [ 5.74468085],\n",
       "        [ 4.86858573],\n",
       "        [ 3.86733417],\n",
       "        [ 2.21526909],\n",
       "        [ 2.00250313],\n",
       "        [ 1.47684606],\n",
       "        [ 0.90112641],\n",
       "        [ 0.85106383],\n",
       "        [ 0.62578223],\n",
       "        [ 0.30037547],\n",
       "        [ 0.30037547],\n",
       "        [ 0.25031289],\n",
       "        [ 0.13767209],\n",
       "        [ 0.1126408 ],\n",
       "        [ 0.02503129],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 4.17582418],\n",
       "        [ 1.20879121],\n",
       "        [ 0.87912088],\n",
       "        [ 0.87912088],\n",
       "        [ 0.        ]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 6.1308477 ],\n",
       "        [ 3.7741822 ],\n",
       "        [ 3.3345058 ],\n",
       "        [ 2.84206824],\n",
       "        [ 2.56067534],\n",
       "        [ 2.138586  ],\n",
       "        [ 1.99788955],\n",
       "        [ 1.61097432],\n",
       "        [ 1.36475554],\n",
       "        [ 0.99542737],\n",
       "        [ 0.83714386],\n",
       "        [ 0.60851214],\n",
       "        [ 0.3447063 ],\n",
       "        [ 0.29546254],\n",
       "        [ 0.26732325],\n",
       "        [ 0.19169891],\n",
       "        [ 0.18642279],\n",
       "        [ 0.11783327],\n",
       "        [ 0.11431586],\n",
       "        [ 0.09145269],\n",
       "        [ 0.08969399],\n",
       "        [ 0.06683081],\n",
       "        [ 0.04572635],\n",
       "        [ 0.04396764],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 5.12195122],\n",
       "        [ 3.24390244],\n",
       "        [ 1.19512195],\n",
       "        [ 0.90243902],\n",
       "        [ 0.56097561],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 9.81238274],\n",
       "        [ 5.73170732],\n",
       "        [ 5.63789869],\n",
       "        [ 3.1988743 ],\n",
       "        [ 2.44840525],\n",
       "        [ 2.02626642],\n",
       "        [ 1.79174484],\n",
       "        [ 1.51031895],\n",
       "        [ 0.99437148],\n",
       "        [ 0.80206379],\n",
       "        [ 0.75046904],\n",
       "        [ 0.5206379 ],\n",
       "        [ 0.21575985],\n",
       "        [ 0.14071295],\n",
       "        [ 0.13602251],\n",
       "        [ 0.09380863],\n",
       "        [ 0.01876173],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [4.00150231e+00],\n",
       "        [1.97338770e+00],\n",
       "        [1.60854169e+00],\n",
       "        [1.84569160e-01],\n",
       "        [1.22330722e-01],\n",
       "        [1.11599957e-01],\n",
       "        [1.09453804e-01],\n",
       "        [6.97499732e-02],\n",
       "        [6.65307436e-02],\n",
       "        [3.32653718e-02],\n",
       "        [3.32653718e-02],\n",
       "        [2.36076832e-02],\n",
       "        [1.50230711e-02],\n",
       "        [1.39499946e-02],\n",
       "        [1.28769181e-02],\n",
       "        [1.28769181e-02],\n",
       "        [1.18038416e-02],\n",
       "        [6.43845906e-03],\n",
       "        [5.36538255e-03],\n",
       "        [5.36538255e-03],\n",
       "        [5.36538255e-03],\n",
       "        [4.29230604e-03],\n",
       "        [1.07307651e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10.        ],\n",
       "        [ 5.65217391],\n",
       "        [ 5.27410208],\n",
       "        [ 3.11909263],\n",
       "        [ 2.68431002],\n",
       "        [ 1.60680529],\n",
       "        [ 0.69943289],\n",
       "        [ 0.6805293 ],\n",
       "        [ 0.52930057],\n",
       "        [ 0.49149338],\n",
       "        [ 0.43478261],\n",
       "        [ 0.17013233],\n",
       "        [ 0.11342155],\n",
       "        [ 0.09451796],\n",
       "        [ 0.03780718],\n",
       "        [ 0.03780718],\n",
       "        [ 0.01890359],\n",
       "        [ 0.01890359],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 8.72611465],\n",
       "        [ 8.56687898],\n",
       "        [ 5.38216561],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 6.45476773],\n",
       "        [ 5.47677262],\n",
       "        [ 3.88753056],\n",
       "        [ 3.03178484],\n",
       "        [ 1.96821516],\n",
       "        [ 1.87041565],\n",
       "        [ 1.66259169],\n",
       "        [ 1.65036675],\n",
       "        [ 1.44254279],\n",
       "        [ 1.35696822],\n",
       "        [ 1.17359413],\n",
       "        [ 1.12469438],\n",
       "        [ 1.05134474],\n",
       "        [ 0.99022005],\n",
       "        [ 0.97799511],\n",
       "        [ 0.69682152],\n",
       "        [ 0.63569682],\n",
       "        [ 0.63569682],\n",
       "        [ 0.599022  ],\n",
       "        [ 0.46454768],\n",
       "        [ 0.45232274],\n",
       "        [ 0.41564792],\n",
       "        [ 0.39119804],\n",
       "        [ 0.39119804],\n",
       "        [ 0.37897311],\n",
       "        [ 0.34229829],\n",
       "        [ 0.30562347],\n",
       "        [ 0.26894866],\n",
       "        [ 0.15892421],\n",
       "        [ 0.12224939],\n",
       "        [ 0.08557457],\n",
       "        [ 0.07334963],\n",
       "        [ 0.06112469],\n",
       "        [ 0.06112469],\n",
       "        [ 0.04889976],\n",
       "        [ 0.02444988],\n",
       "        [ 0.01222494],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 8.15384615],\n",
       "        [ 5.38461538],\n",
       "        [ 3.23076923],\n",
       "        [ 2.        ],\n",
       "        [ 0.76923077],\n",
       "        [ 0.46153846],\n",
       "        [ 0.30769231],\n",
       "        [ 0.30769231],\n",
       "        [ 0.15384615],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 2.87037037],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 9.25742574],\n",
       "        [ 6.03960396],\n",
       "        [ 4.30693069],\n",
       "        [ 1.95544554],\n",
       "        [ 1.95544554],\n",
       "        [ 0.94059406],\n",
       "        [ 0.        ]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[10.        ],\n",
       "        [ 5.09433962],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [5.93975115e+00],\n",
       "        [5.60389185e-01],\n",
       "        [5.41678361e-01],\n",
       "        [4.01347179e-01],\n",
       "        [3.82636355e-01],\n",
       "        [2.98437646e-01],\n",
       "        [2.61015998e-01],\n",
       "        [2.23594349e-01],\n",
       "        [1.95528113e-01],\n",
       "        [1.31911311e-01],\n",
       "        [9.91673683e-02],\n",
       "        [7.76499205e-02],\n",
       "        [5.70680138e-02],\n",
       "        [5.05192254e-02],\n",
       "        [4.86481430e-02],\n",
       "        [4.67770605e-02],\n",
       "        [3.74216484e-02],\n",
       "        [3.55505660e-02],\n",
       "        [3.18084012e-02],\n",
       "        [3.08728599e-02],\n",
       "        [2.71306951e-02],\n",
       "        [2.24529891e-02],\n",
       "        [2.15174478e-02],\n",
       "        [1.96463654e-02],\n",
       "        [1.68397418e-02],\n",
       "        [1.21620357e-02],\n",
       "        [1.12264945e-02],\n",
       "        [1.12264945e-02],\n",
       "        [1.02909533e-02],\n",
       "        [7.48432968e-03],\n",
       "        [5.61324726e-03],\n",
       "        [5.61324726e-03],\n",
       "        [5.61324726e-03],\n",
       "        [4.67770605e-03],\n",
       "        [4.67770605e-03],\n",
       "        [4.67770605e-03],\n",
       "        [2.80662363e-03],\n",
       "        [1.87108242e-03],\n",
       "        [9.35541211e-04],\n",
       "        [9.35541211e-04],\n",
       "        [9.35541211e-04],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [4.95353640e+00],\n",
       "        [3.70160041e+00],\n",
       "        [1.17191533e+00],\n",
       "        [1.12028911e+00],\n",
       "        [6.16933402e-01],\n",
       "        [5.65307176e-01],\n",
       "        [4.87867837e-01],\n",
       "        [4.36241611e-01],\n",
       "        [4.36241611e-01],\n",
       "        [3.97521941e-01],\n",
       "        [3.32989158e-01],\n",
       "        [3.32989158e-01],\n",
       "        [3.32989158e-01],\n",
       "        [2.81362932e-01],\n",
       "        [2.55549819e-01],\n",
       "        [2.42643263e-01],\n",
       "        [2.27155395e-01],\n",
       "        [2.16830150e-01],\n",
       "        [2.07795560e-01],\n",
       "        [1.89726381e-01],\n",
       "        [1.74238513e-01],\n",
       "        [1.51006711e-01],\n",
       "        [1.45844089e-01],\n",
       "        [1.39390811e-01],\n",
       "        [1.35518844e-01],\n",
       "        [1.21321631e-01],\n",
       "        [1.21321631e-01],\n",
       "        [1.10996386e-01],\n",
       "        [1.00671141e-01],\n",
       "        [9.16365514e-02],\n",
       "        [7.74393392e-02],\n",
       "        [6.96954053e-02],\n",
       "        [6.84047496e-02],\n",
       "        [6.19514713e-02],\n",
       "        [5.80795044e-02],\n",
       "        [5.67888487e-02],\n",
       "        [5.67888487e-02],\n",
       "        [4.38822922e-02],\n",
       "        [3.48477026e-02],\n",
       "        [2.06504904e-02],\n",
       "        [1.67785235e-02],\n",
       "        [1.03252452e-02],\n",
       "        [7.74393392e-03],\n",
       "        [5.16262261e-03],\n",
       "        [1.29065565e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 0.57214825],\n",
       "        [ 0.37423534],\n",
       "        [ 0.1511335 ],\n",
       "        [ 0.13673983],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [1.99362041e+00],\n",
       "        [1.06858054e+00],\n",
       "        [9.09090909e-01],\n",
       "        [4.56140351e-01],\n",
       "        [4.49760766e-01],\n",
       "        [2.99840510e-01],\n",
       "        [1.81818182e-01],\n",
       "        [1.78628389e-01],\n",
       "        [1.24401914e-01],\n",
       "        [1.24401914e-01],\n",
       "        [6.69856459e-02],\n",
       "        [2.23285486e-02],\n",
       "        [3.18979266e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [3.57121696e+00],\n",
       "        [1.53362520e+00],\n",
       "        [1.44474802e+00],\n",
       "        [1.24757234e-01],\n",
       "        [1.14881991e-01],\n",
       "        [1.14881991e-01],\n",
       "        [9.18397577e-02],\n",
       "        [5.82639323e-02],\n",
       "        [5.72764080e-02],\n",
       "        [5.62888838e-02],\n",
       "        [5.46430100e-02],\n",
       "        [5.43138352e-02],\n",
       "        [5.26679614e-02],\n",
       "        [4.90470391e-02],\n",
       "        [3.39050002e-02],\n",
       "        [2.76506797e-02],\n",
       "        [2.66631555e-02],\n",
       "        [2.07380098e-02],\n",
       "        [1.05335923e-02],\n",
       "        [1.02044175e-02],\n",
       "        [9.21689325e-03],\n",
       "        [7.57101945e-03],\n",
       "        [7.24184470e-03],\n",
       "        [6.58349518e-03],\n",
       "        [5.26679614e-03],\n",
       "        [5.26679614e-03],\n",
       "        [4.93762138e-03],\n",
       "        [4.27927187e-03],\n",
       "        [3.62092235e-03],\n",
       "        [3.29174759e-03],\n",
       "        [3.29174759e-03],\n",
       "        [2.96257283e-03],\n",
       "        [2.30422331e-03],\n",
       "        [1.97504855e-03],\n",
       "        [1.97504855e-03],\n",
       "        [1.97504855e-03],\n",
       "        [1.31669904e-03],\n",
       "        [9.87524277e-04],\n",
       "        [9.87524277e-04],\n",
       "        [9.87524277e-04],\n",
       "        [9.87524277e-04],\n",
       "        [3.29174759e-04],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[1.00000000e+01],\n",
       "        [7.85425101e-01],\n",
       "        [5.42510121e-01],\n",
       "        [8.09716599e-03],\n",
       "        [8.09716599e-03],\n",
       "        [0.00000000e+00],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10.        ],\n",
       "        [ 8.57549858],\n",
       "        [ 2.59259259],\n",
       "        [ 0.77635328],\n",
       "        [ 0.68376068],\n",
       "        [ 0.64102564],\n",
       "        [ 0.56267806],\n",
       "        [ 0.53418803],\n",
       "        [ 0.32051282],\n",
       "        [ 0.26353276],\n",
       "        [ 0.21367521],\n",
       "        [ 0.16381766],\n",
       "        [ 0.14957265],\n",
       "        [ 0.09259259],\n",
       "        [ 0.07122507],\n",
       "        [ 0.04985755],\n",
       "        [ 0.04273504],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 5.78947368],\n",
       "        [ 4.96240602],\n",
       "        [ 3.45864662],\n",
       "        [ 2.2556391 ],\n",
       "        [ 1.76691729],\n",
       "        [ 0.33834586],\n",
       "        [ 0.        ]]),\n",
       " array([[10.        ],\n",
       "        [ 5.04076087],\n",
       "        [ 4.02173913],\n",
       "        [ 3.61413043],\n",
       "        [ 3.41032609],\n",
       "        [ 2.66304348],\n",
       "        [ 1.98369565],\n",
       "        [ 1.84782609],\n",
       "        [ 1.30434783],\n",
       "        [ 1.1548913 ],\n",
       "        [ 1.1548913 ],\n",
       "        [ 1.07336957],\n",
       "        [ 1.03940217],\n",
       "        [ 1.00543478],\n",
       "        [ 0.88994565],\n",
       "        [ 0.81521739],\n",
       "        [ 0.49592391],\n",
       "        [ 0.47554348],\n",
       "        [ 0.46195652],\n",
       "        [ 0.41440217],\n",
       "        [ 0.4076087 ],\n",
       "        [ 0.29891304],\n",
       "        [ 0.18342391],\n",
       "        [ 0.12907609],\n",
       "        [ 0.10869565],\n",
       "        [ 0.07472826],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 1.20689655],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ]]),\n",
       " array([[1.00000000e+01],\n",
       "        [4.26002766e+00],\n",
       "        [2.60027663e+00],\n",
       "        [1.63208852e+00],\n",
       "        [1.56293223e+00],\n",
       "        [1.49377593e+00],\n",
       "        [1.42461964e+00],\n",
       "        [1.30013831e+00],\n",
       "        [1.23789765e+00],\n",
       "        [1.04426003e+00],\n",
       "        [1.03734440e+00],\n",
       "        [9.88934993e-01],\n",
       "        [9.82019364e-01],\n",
       "        [7.53803596e-01],\n",
       "        [7.46887967e-01],\n",
       "        [6.56984786e-01],\n",
       "        [5.94744122e-01],\n",
       "        [4.84094053e-01],\n",
       "        [4.01106501e-01],\n",
       "        [3.80359613e-01],\n",
       "        [2.76625173e-01],\n",
       "        [2.28215768e-01],\n",
       "        [2.28215768e-01],\n",
       "        [2.21300138e-01],\n",
       "        [1.93637621e-01],\n",
       "        [1.59059474e-01],\n",
       "        [1.45228216e-01],\n",
       "        [1.31396957e-01],\n",
       "        [1.17565698e-01],\n",
       "        [1.17565698e-01],\n",
       "        [1.17565698e-01],\n",
       "        [6.91562932e-02],\n",
       "        [5.53250346e-02],\n",
       "        [4.84094053e-02],\n",
       "        [4.14937759e-02],\n",
       "        [2.76625173e-02],\n",
       "        [2.07468880e-02],\n",
       "        [1.38312586e-02],\n",
       "        [6.91562932e-03],\n",
       "        [6.91562932e-03],\n",
       "        [6.91562932e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[10.        ],\n",
       "        [ 2.92887029],\n",
       "        [ 1.46443515],\n",
       "        [ 1.25523013],\n",
       "        [ 0.73221757],\n",
       "        [ 0.35564854],\n",
       "        [ 0.06276151],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 8.87514061],\n",
       "        [ 6.287964  ],\n",
       "        [ 2.46344207],\n",
       "        [ 0.50618673],\n",
       "        [ 0.49493813],\n",
       "        [ 0.47244094],\n",
       "        [ 0.30371204],\n",
       "        [ 0.29246344],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 4.69103568],\n",
       "        [ 4.08181027],\n",
       "        [ 1.47084421],\n",
       "        [ 0.        ]]),\n",
       " array([[1.00000000e+01],\n",
       "        [3.10624493e+00],\n",
       "        [1.88969992e+00],\n",
       "        [1.56528792e+00],\n",
       "        [7.94809408e-01],\n",
       "        [7.90754258e-01],\n",
       "        [6.69099757e-01],\n",
       "        [6.48824006e-01],\n",
       "        [6.16382806e-01],\n",
       "        [1.41930251e-01],\n",
       "        [2.83860503e-02],\n",
       "        [1.21654501e-02],\n",
       "        [4.05515004e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 1.95331695],\n",
       "        [ 0.66339066],\n",
       "        [ 0.50982801],\n",
       "        [ 0.1504914 ],\n",
       "        [ 0.02149877],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[1.00000000e+01],\n",
       "        [8.56494611e-01],\n",
       "        [4.14066931e-01],\n",
       "        [1.28190584e-01],\n",
       "        [6.57969370e-02],\n",
       "        [4.08394782e-02],\n",
       "        [2.83607487e-02],\n",
       "        [6.80657969e-03],\n",
       "        [0.00000000e+00]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [10.        ],\n",
       "        [ 6.94323144],\n",
       "        [ 4.97816594],\n",
       "        [ 1.39737991],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.        ],\n",
       "        [ 1.66666667],\n",
       "        [ 0.        ]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " array([[0.]]),\n",
       " array([[10.],\n",
       "        [ 0.]]),\n",
       " ...]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_user_minmax\n",
    "#neww['new2_value']=all_user_minmax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "77bfa390",
   "metadata": {},
   "outputs": [],
   "source": [
    "all_user_mean=[]\n",
    "\n",
    "for val in all_user_minmax:\n",
    "    all_user_mean.append(val.mean())#求用户平均打分\n",
    "all_user_mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cf5f8ff0",
   "metadata": {},
   "outputs": [],
   "source": [
    "all_user_syj=[]\n",
    "for id in userids:\n",
    "    all_user_syj.append(neww[neww['user_id']==id]['game_id'].values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "631ec184",
   "metadata": {},
   "outputs": [],
   "source": [
    "all_user_syj"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c5059240",
   "metadata": {},
   "outputs": [],
   "source": [
    "all_user_syj[4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2e8b54fe",
   "metadata": {},
   "outputs": [],
   "source": [
    "same=set(all_user_syj[3])&set(all_user_syj[0])#玩过相同的游戏\n",
    "same"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "67dbc885",
   "metadata": {},
   "outputs": [],
   "source": [
    "#一个用户与其他用户相似度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2e9e9f7a",
   "metadata": {},
   "outputs": [],
   "source": [
    "#neww.loc[(neww['user_id']==0)&(neww['game_id']==21)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0a49b86a",
   "metadata": {},
   "outputs": [],
   "source": [
    "#分子\n",
    "fenzi = 0\n",
    "for k  in same:\n",
    "    ruk = neww.loc[(neww['user_id']==3)&(neww['game_id']==k)]['new_value'].values\n",
    "    rvk = neww.loc[(neww['user_id']==0)&(neww['game_id']==k)]['new_value'].values\n",
    "    fenzi+=ruk*rvk\n",
    "    print(rvk)\n",
    "print(fenzi)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "00b03eb2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a6e446d7",
   "metadata": {},
   "outputs": [],
   "source": [
    "#分母\n",
    "ruk1=0\n",
    "rvk1=0\n",
    "for k  in same:\n",
    "    ruk = neww.loc[(neww['user_id']==3)&(neww['game_id']==k)]['new_value'].values\n",
    "    ruk1 +=ruk*ruk\n",
    "ruk2= pow(ruk1,0.5)\n",
    "for k  in same:\n",
    "    rvk = neww.loc[(neww['user_id']==0)&(neww['game_id']==k)]['new_value'].values\n",
    "    rvk1+=rvk*rvk\n",
    "rvk2= pow(rvk1,0.5)   \n",
    "funmu= ruk2*rvk2\n",
    "print(funmu)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "54957230",
   "metadata": {},
   "outputs": [],
   "source": [
    "fenzi/funmu"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9bf26a5e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a994fd73",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2c05ec05",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
